Basketball finer(1997)     0.21$\pm$0.00     0.44$\pm$0.00     0.49$\pm$0.00     0.35$\pm$0.01     0.21$\pm$0.00     0.30$\pm$0.00     0.29$\pm$0.00     0.51$\pm$0.00     0.24$\pm$0.00     0.23$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(1998)     0.20$\pm$0.00     0.42$\pm$0.00     0.48$\pm$0.00     0.34$\pm$0.02     0.21$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.48$\pm$0.00     0.24$\pm$0.00     0.22$\pm$0.00     0.18$\pm$0.00     0.18$\pm$0.00

Basketball finer(1999)     0.20$\pm$0.00     0.41$\pm$0.00     0.50$\pm$0.00     0.34$\pm$0.02     0.22$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.50$\pm$0.00     0.29$\pm$0.00     0.24$\pm$0.00     0.18$\pm$0.00     0.18$\pm$0.00

Basketball finer(2000)     0.21$\pm$0.00     0.44$\pm$0.00     0.49$\pm$0.00     0.35$\pm$0.01     0.23$\pm$0.00     0.32$\pm$0.00     0.30$\pm$0.00     0.48$\pm$0.00     0.28$\pm$0.00     0.24$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2001)     0.20$\pm$0.00     0.42$\pm$0.00     0.51$\pm$0.00     0.35$\pm$0.01     0.21$\pm$0.00     0.31$\pm$0.00     0.30$\pm$0.00     0.51$\pm$0.00     0.27$\pm$0.00     0.24$\pm$0.00     0.18$\pm$0.00     0.18$\pm$0.00

Basketball finer(2002)     0.22$\pm$0.00     0.44$\pm$0.00     0.47$\pm$0.00     0.36$\pm$0.02     0.22$\pm$0.00     0.30$\pm$0.00     0.28$\pm$0.00     0.51$\pm$0.00     0.27$\pm$0.00     0.23$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2003)     0.22$\pm$0.00     0.45$\pm$0.00     0.50$\pm$0.02     0.36$\pm$0.02     0.23$\pm$0.00     0.29$\pm$0.00     0.29$\pm$0.00     0.50$\pm$0.00     0.26$\pm$0.00     0.24$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2004)     0.19$\pm$0.00     0.43$\pm$0.01     0.47$\pm$0.00     0.35$\pm$0.01     0.20$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.24$\pm$0.00     0.22$\pm$0.00     0.18$\pm$0.00     0.18$\pm$0.00

Basketball finer(2005)     0.21$\pm$0.00     0.46$\pm$0.00     0.48$\pm$0.00     0.34$\pm$0.01     0.22$\pm$0.00     0.29$\pm$0.00     0.27$\pm$0.00     0.50$\pm$0.00     0.27$\pm$0.00     0.24$\pm$0.00     0.23$\pm$0.13     0.19$\pm$0.00

Basketball finer(2006)     0.21$\pm$0.00     0.44$\pm$0.00     0.49$\pm$0.00     0.35$\pm$0.02     0.21$\pm$0.00     0.30$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.27$\pm$0.00     0.23$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2007)     0.21$\pm$0.00     0.46$\pm$0.00     0.49$\pm$0.03     0.35$\pm$0.01     0.23$\pm$0.00     0.29$\pm$0.00     0.27$\pm$0.00     0.48$\pm$0.00     0.24$\pm$0.00     0.23$\pm$0.00     0.20$\pm$0.00     0.20$\pm$0.00

Basketball finer(2008)     0.21$\pm$0.00     0.43$\pm$0.00     0.49$\pm$0.00     0.34$\pm$0.02     0.22$\pm$0.00     0.30$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.25$\pm$0.00     0.23$\pm$0.00     0.20$\pm$0.00     0.20$\pm$0.00

Basketball finer(2009)     0.21$\pm$0.00     0.43$\pm$0.00     0.50$\pm$0.01     0.34$\pm$0.01     0.22$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.52$\pm$0.00     0.25$\pm$0.00     0.23$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2010)     0.20$\pm$0.00     0.42$\pm$0.00     0.49$\pm$0.00     0.33$\pm$0.02     0.21$\pm$0.00     0.28$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.24$\pm$0.00     0.23$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2011)     0.21$\pm$0.00     0.41$\pm$0.00     0.49$\pm$0.00     0.34$\pm$0.01     0.22$\pm$0.00     0.28$\pm$0.00     0.28$\pm$0.00     0.50$\pm$0.00     0.24$\pm$0.00     0.22$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2012)     0.20$\pm$0.00     0.42$\pm$0.00     0.49$\pm$0.00     0.34$\pm$0.02     0.21$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.48$\pm$0.00     0.23$\pm$0.00     0.22$\pm$0.00     0.19$\pm$0.00     0.19$\pm$0.00

Basketball finer(2013)     0.21$\pm$0.00     0.43$\pm$0.00     0.52$\pm$0.00     0.34$\pm$0.02     0.22$\pm$0.00     0.29$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.25$\pm$0.00     0.23$\pm$0.00     0.20$\pm$0.00     0.20$\pm$0.00

Basketball finer(2014)     0.21$\pm$0.00     0.44$\pm$0.05     0.52$\pm$0.00     0.36$\pm$0.02     0.22$\pm$0.00     0.30$\pm$0.00     0.28$\pm$0.00     0.49$\pm$0.00     0.26$\pm$0.00     0.22$\pm$0.00     0.20$\pm$0.00     0.20$\pm$0.00

Result table on $\mathcal{L}_\text{upset, ratio}$ for each year in the time series matches, applying the trained model for 1985 directly without further training, averaged over 10 runs, and plus/minus one standard deviation. The best is marked in bold red while the second best is highlighted in underline blue. As MVR could not generate scores, we omit the results here.

Data      SpringRank     SyncRank     SerialRank     BTL     DavidScore     Eig.Cent.     PageRank     RankCent.     SVD_RS     SVD_NRS    Directly Apply   Train Specifically

Basketball finer(1985)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.46$\pm$0.00     0.46$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1986)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.60$\pm$0.00     0.48$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1987)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.58$\pm$0.00     0.46$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1988)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.56$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1989)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.49$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1990)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.55$\pm$0.00     0.48$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1991)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.54$\pm$0.00     0.49$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1992)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.55$\pm$0.00     0.44$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1993)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.58$\pm$0.00     0.47$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1994)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.58$\pm$0.00     0.46$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1995)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.55$\pm$0.00     0.47$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1996)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.45$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1997)     0.04$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.48$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1998)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.47$\pm$0.00     0.45$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(1999)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.48$\pm$0.00     0.46$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2000)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.55$\pm$0.00     0.50$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2001)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.59$\pm$0.00     0.51$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2002)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.51$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2003)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.50$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.58$\pm$0.00     0.47$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2004)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.45$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2005)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.60$\pm$0.00     0.43$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2006)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.46$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2007)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.53$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.53$\pm$0.00     0.49$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2008)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.51$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.59$\pm$0.00     0.47$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2009)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.50$\pm$0.00     0.49$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2010)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.58$\pm$0.00     0.48$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2011)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.59$\pm$0.00     0.46$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2012)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.57$\pm$0.00     0.48$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2013)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.52$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.46$\pm$0.00     0.48$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

Basketball finer(2014)     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.53$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00     0.56$\pm$0.00     0.48$\pm$0.00     0.47$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

§ IMPROVEMENT ON BASELINES WHEN EMPLOYED AS INITIAL GUESS FOR “PROXIMAL BASELINE" VARIANT

Table <ref> shows improvements on $\mathcal{L}_{upset, simple}$ by “proximal baseline" when setting a certain baseline as $\mathbf{r}'$. Across all data sets, “proximal baseline" improves the most, by 1.02, with SyncRank as initial guess,
while the average improvement for SpringRank, SerialRank, BTL, Eig.Cent., PageRank and SVD_NRS are 0.07, 0.82, 0.22, 0.19, 0.21, and 0.12, respectively.

Table <ref> shows improvements on $\mathcal{L}_{upset, naive}$ by “proximal baseline" when setting a certain baseline as $\mathbf{r}'$. Across all real data sets, “proximal baseline" improves the most, by 0.24, again with SyncRank as initial guess,
while the average improvement for SpringRank, SerialRank, BTL, Eig.Cent., PageRank and SVD_NRS are 0.00, 0.18, 0.04, 0.03, 0.03, and 0.01, respectively.

Result table on $\mathcal{L}_\text{upset, simple}$ improvement with “proximal baseline" training starting from a baseline as initial guess, for individual directed graphs, averaged over 10 runs, and plus/minus one standard deviation. The best is marked in bold red while the second best is highlighted in underline blue.

Data      SpringRank     SyncRank     SerialRank     BTL      Eig.Cent.     PageRank      SVD_NRS

HeadToHead     -0.01$\pm$0.00     -0.98$\pm$0.00     -1.02$\pm$0.00     -0.12$\pm$0.03     -0.48$\pm$0.00     -0.37$\pm$0.00     -0.43$\pm$0.00

Finance     -0.63$\pm$0.00     -0.98$\pm$0.00     -0.61$\pm$0.00     -0.78$\pm$0.01     -0.74$\pm$0.00     -0.75$\pm$0.00     -0.64$\pm$0.00

Animal     -0.09$\pm$0.05     -1.36$\pm$0.24     -1.42$\pm$0.50     -0.01$\pm$0.01     -0.02$\pm$0.02     -0.08$\pm$0.07     -0.02$\pm$0.07

Faculty: Business     -0.03$\pm$0.00     -0.47$\pm$0.00     -0.70$\pm$0.04     -0.00$\pm$0.02     -0.02$\pm$0.03     -0.04$\pm$0.03     -0.03$\pm$0.02

Faculty: CS     -0.00$\pm$0.00     -0.66$\pm$0.10     -0.72$\pm$0.07     0.00$\pm$0.01     0.01$\pm$0.03     -0.00$\pm$0.00     -0.10$\pm$0.04

Faculty: History     -0.02$\pm$0.01     -0.27$\pm$0.00     -1.77$\pm$0.82     0.00$\pm$0.01     -0.01$\pm$0.03     -0.00$\pm$0.00     -0.00$\pm$0.00

Football(2009)     -0.00$\pm$0.00     -0.70$\pm$0.46     -0.16$\pm$0.06     -0.03$\pm$0.08     -0.12$\pm$0.05     -0.24$\pm$0.06     -0.02$\pm$0.01

Football(2010)     -0.24$\pm$0.06     -0.85$\pm$0.17     -0.58$\pm$0.06     -0.22$\pm$0.09     -0.40$\pm$0.04     -0.41$\pm$0.04     -0.21$\pm$0.05

Football(2011)     -0.00$\pm$0.01     -0.74$\pm$0.37     -0.10$\pm$0.06     -0.03$\pm$0.04     -0.13$\pm$0.09     -0.19$\pm$0.09     -0.02$\pm$0.09

Football(2012)     -0.17$\pm$0.06     -0.72$\pm$0.04     -0.57$\pm$0.07     -0.14$\pm$0.10     -0.10$\pm$0.09     -0.22$\pm$0.03     -0.05$\pm$0.08

Football(2013)     -0.03$\pm$0.03     -1.08$\pm$0.10     -0.08$\pm$0.06     -0.06$\pm$0.05     -0.16$\pm$0.06     -0.15$\pm$0.03     -0.04$\pm$0.03

Football(2014)     -0.17$\pm$0.05     -0.83$\pm$0.20     -0.59$\pm$0.08     -0.17$\pm$0.06     -0.27$\pm$0.09     -0.24$\pm$0.07     -0.07$\pm$0.09

Football finer(2009)     -0.03$\pm$0.03     -1.04$\pm$0.05     -0.18$\pm$0.06     -0.06$\pm$0.14     -0.17$\pm$0.11     -0.24$\pm$0.12     -0.02$\pm$0.03

Football finer(2010)     -0.30$\pm$0.02     -0.63$\pm$0.02     -0.45$\pm$0.02     -0.31$\pm$0.09     -0.37$\pm$0.00     -0.49$\pm$0.00     -0.17$\pm$0.00

Football finer(2011)     -0.00$\pm$0.02     -0.75$\pm$0.04     -0.14$\pm$0.06     -0.03$\pm$0.06     -0.08$\pm$0.05     -0.19$\pm$0.04     -0.01$\pm$0.02

Football finer(2012)     -0.03$\pm$0.03     -0.90$\pm$0.18     -0.12$\pm$0.08     -0.03$\pm$0.06     -0.14$\pm$0.06     -0.29$\pm$0.05     -0.01$\pm$0.03

Football finer(2013)     -0.13$\pm$0.07     -1.01$\pm$0.02     -0.12$\pm$0.07     -0.08$\pm$0.05     -0.19$\pm$0.11     -0.26$\pm$0.09     -0.07$\pm$0.03

Football finer(2014)     -0.16$\pm$0.00     -0.74$\pm$0.04     -0.57$\pm$0.00     -0.19$\pm$0.04     -0.23$\pm$0.00     -0.23$\pm$0.00     -0.09$\pm$0.03

Basketball(1985)     -0.01$\pm$0.01     -0.91$\pm$0.00     -1.26$\pm$0.04     -0.10$\pm$0.07     -0.05$\pm$0.01     -0.07$\pm$0.02     -0.07$\pm$0.01

Basketball(1986)     -0.01$\pm$0.01     -1.10$\pm$0.00     -1.11$\pm$0.03     -0.14$\pm$0.02     -0.07$\pm$0.01     -0.06$\pm$0.02     -0.03$\pm$0.02

Basketball(1987)     -0.00$\pm$0.01     -1.02$\pm$0.01     -0.94$\pm$0.03     -0.11$\pm$0.02     -0.11$\pm$0.02     -0.01$\pm$0.01     -0.05$\pm$0.02

Basketball(1988)     -0.00$\pm$0.00     -0.96$\pm$0.00     -1.07$\pm$0.04     -0.11$\pm$0.04     -0.06$\pm$0.02     -0.04$\pm$0.02     -0.03$\pm$0.01

Basketball(1989)     0.00$\pm$0.00     -1.04$\pm$0.00     -0.99$\pm$0.02     -0.12$\pm$0.02     -0.00$\pm$0.00     -0.02$\pm$0.01     -0.07$\pm$0.01

Basketball(1990)     -0.00$\pm$0.01     -0.98$\pm$0.00     -1.09$\pm$0.03     -0.10$\pm$0.11     -0.09$\pm$0.01     -0.07$\pm$0.01     -0.05$\pm$0.01

Basketball(1991)     -0.02$\pm$0.01     -1.10$\pm$0.00     -1.15$\pm$0.04     -0.09$\pm$0.06     -0.03$\pm$0.01     -0.01$\pm$0.02     -0.08$\pm$0.01

Basketball(1992)     -0.01$\pm$0.01     -1.07$\pm$0.00     -1.05$\pm$0.02     -0.06$\pm$0.10     -0.04$\pm$0.01     0.00$\pm$0.00     -0.07$\pm$0.01

Basketball(1993)     -0.01$\pm$0.01     -1.00$\pm$0.01     -1.18$\pm$0.06     -0.09$\pm$0.07     -0.05$\pm$0.01     -0.06$\pm$0.01     -0.07$\pm$0.01

Basketball(1994)     0.00$\pm$0.00     -0.98$\pm$0.00     -1.15$\pm$0.02     -0.02$\pm$0.09     -0.02$\pm$0.02     -0.03$\pm$0.01     -0.05$\pm$0.01

Basketball(1995)     0.00$\pm$0.00     -1.06$\pm$0.01     -1.01$\pm$0.03     -0.03$\pm$0.10     -0.02$\pm$0.01     -0.06$\pm$0.01     -0.04$\pm$0.01

Basketball(1996)     -0.00$\pm$0.01     -0.90$\pm$0.01     -1.11$\pm$0.02     -0.08$\pm$0.08     -0.02$\pm$0.01     -0.02$\pm$0.01     -0.07$\pm$0.01

Basketball(1997)     -0.01$\pm$0.01     -0.96$\pm$0.01     -1.02$\pm$0.04     -0.12$\pm$0.04     -0.05$\pm$0.01     -0.03$\pm$0.01     -0.07$\pm$0.01

Basketball(1998)     -0.00$\pm$0.01     -0.95$\pm$0.01     -1.00$\pm$0.06     -0.14$\pm$0.02     -0.06$\pm$0.01     -0.02$\pm$0.01     -0.07$\pm$0.01

Basketball(1999)     -0.00$\pm$0.01     -0.83$\pm$0.00     -1.10$\pm$0.02     -0.09$\pm$0.07     -0.07$\pm$0.01     -0.07$\pm$0.01     -0.07$\pm$0.01

Basketball(2000)     -0.01$\pm$0.01     -1.00$\pm$0.00     -1.03$\pm$0.03     -0.09$\pm$0.02     -0.02$\pm$0.01     -0.03$\pm$0.01     -0.05$\pm$0.01

Basketball(2001)     -0.00$\pm$0.00     -1.02$\pm$0.00     -1.10$\pm$0.11     -0.09$\pm$0.08     -0.05$\pm$0.02     -0.02$\pm$0.02     -0.11$\pm$0.02

Basketball(2002)     -0.02$\pm$0.00     -0.95$\pm$0.00     -1.05$\pm$0.02     -0.09$\pm$0.06     -0.01$\pm$0.01     -0.06$\pm$0.01     -0.05$\pm$0.01

Basketball(2003)     0.00$\pm$0.00     -1.07$\pm$0.00     -1.13$\pm$0.01     -0.08$\pm$0.07     -0.08$\pm$0.01     -0.07$\pm$0.01     -0.07$\pm$0.01

Basketball(2004)     -0.00$\pm$0.00     -0.98$\pm$0.00     -1.14$\pm$0.11     -0.09$\pm$0.06     -0.05$\pm$0.01     -0.06$\pm$0.01     -0.07$\pm$0.01

Basketball(2005)     0.00$\pm$0.00     -1.05$\pm$0.01     -1.06$\pm$0.06     -0.14$\pm$0.03     -0.00$\pm$0.01     -0.06$\pm$0.01     -0.07$\pm$0.01

Basketball(2006)     0.00$\pm$0.00     -1.04$\pm$0.00     -1.09$\pm$0.03     0.02$\pm$0.09     0.00$\pm$0.00     -0.03$\pm$0.01     -0.04$\pm$0.01

Basketball(2007)     -0.00$\pm$0.00     -1.10$\pm$0.00     -1.03$\pm$0.08     -0.09$\pm$0.02     -0.03$\pm$0.01     -0.02$\pm$0.01     -0.04$\pm$0.01

Basketball(2008)     0.00$\pm$0.00     -0.97$\pm$0.00     -1.10$\pm$0.03     -0.03$\pm$0.07     -0.04$\pm$0.01     -0.05$\pm$0.01     -0.06$\pm$0.01

Basketball(2009)     -0.00$\pm$0.00     -1.02$\pm$0.01     -1.17$\pm$0.02     -0.12$\pm$0.02     -0.03$\pm$0.01     -0.03$\pm$0.01     -0.06$\pm$0.01

Basketball(2010)     -0.00$\pm$0.00     -0.83$\pm$0.00     -1.06$\pm$0.01     -0.03$\pm$0.13     -0.04$\pm$0.01     -0.04$\pm$0.01     -0.05$\pm$0.01

Basketball(2011)     -0.00$\pm$0.01     -0.90$\pm$0.00     -1.09$\pm$0.03     0.00$\pm$0.08     -0.04$\pm$0.01     -0.05$\pm$0.01     -0.02$\pm$0.01

Basketball(2012)     -0.00$\pm$0.00     -1.11$\pm$0.00     -1.11$\pm$0.05     -0.07$\pm$0.08     -0.04$\pm$0.01     -0.03$\pm$0.02     -0.04$\pm$0.01

Basketball(2013)     -0.00$\pm$0.00     -0.95$\pm$0.00     -1.09$\pm$0.06     -0.11$\pm$0.06     -0.06$\pm$0.01     -0.03$\pm$0.01     -0.07$\pm$0.01

Basketball(2014)     -0.00$\pm$0.01     -0.96$\pm$0.00     -1.14$\pm$0.05     -0.00$\pm$0.10     -0.01$\pm$0.01     -0.04$\pm$0.01     -0.02$\pm$0.01

Basketball finer(1985)     -0.01$\pm$0.01     -0.92$\pm$0.00     -0.96$\pm$0.10     -0.56$\pm$0.07     -0.35$\pm$0.01     -0.32$\pm$0.02     -0.07$\pm$0.01

Basketball finer(1986)     -0.00$\pm$0.00     -1.12$\pm$0.00     -1.01$\pm$0.03     -0.52$\pm$0.08     -0.30$\pm$0.02     -0.27$\pm$0.01     -0.05$\pm$0.01

Basketball finer(1987)     -0.01$\pm$0.00     -1.02$\pm$0.01     -0.90$\pm$0.02     -0.45$\pm$0.07     -0.25$\pm$0.01     -0.28$\pm$0.01     -0.05$\pm$0.01

Basketball finer(1988)     -0.01$\pm$0.00     -1.09$\pm$0.01     -1.02$\pm$0.02     -0.55$\pm$0.11     -0.38$\pm$0.02     -0.34$\pm$0.01     -0.03$\pm$0.01

Basketball finer(1989)     -0.00$\pm$0.00     -0.96$\pm$0.00     -0.87$\pm$0.03     -0.51$\pm$0.06     -0.27$\pm$0.01     -0.29$\pm$0.01     -0.07$\pm$0.01

Basketball finer(1990)     -0.01$\pm$0.01     -0.96$\pm$0.00     -1.02$\pm$0.01     -0.55$\pm$0.05     -0.42$\pm$0.01     -0.31$\pm$0.01     -0.03$\pm$0.01

Basketball finer(1991)     -0.01$\pm$0.00     -1.13$\pm$0.00     -1.03$\pm$0.00     -0.45$\pm$0.06     -0.46$\pm$0.02     -0.41$\pm$0.01     -0.05$\pm$0.01

Basketball finer(1992)     -0.00$\pm$0.00     -1.04$\pm$0.00     -0.99$\pm$0.02     -0.46$\pm$0.06     -0.41$\pm$0.02     -0.37$\pm$0.02     -0.07$\pm$0.01

Basketball finer(1993)     -0.00$\pm$0.01     -0.98$\pm$0.01     -1.08$\pm$0.10     -0.49$\pm$0.06     -0.35$\pm$0.01     -0.27$\pm$0.01     -0.05$\pm$0.01

Basketball finer(1994)     0.00$\pm$0.00     -1.02$\pm$0.00     -1.11$\pm$0.04     -0.50$\pm$0.07     -0.39$\pm$0.02     -0.28$\pm$0.01     -0.03$\pm$0.01

Basketball finer(1995)     -0.01$\pm$0.01     -1.06$\pm$0.01     -0.98$\pm$0.01     -0.48$\pm$0.08     -0.35$\pm$0.01     -0.30$\pm$0.01     -0.06$\pm$0.01

Basketball finer(1996)     -0.00$\pm$0.01     -0.90$\pm$0.00     -0.95$\pm$0.00     -0.44$\pm$0.06     -0.27$\pm$0.02     -0.25$\pm$0.02     -0.06$\pm$0.01

Basketball finer(1997)     -0.01$\pm$0.01     -1.02$\pm$0.01     -0.98$\pm$0.01     -0.47$\pm$0.04     -0.28$\pm$0.01     -0.24$\pm$0.01     -0.08$\pm$0.01

Basketball finer(1998)     -0.01$\pm$0.01     -0.96$\pm$0.01     -0.95$\pm$0.01     -0.44$\pm$0.06     -0.25$\pm$0.01     -0.24$\pm$0.01     -0.08$\pm$0.01

Basketball finer(1999)     -0.00$\pm$0.01     -0.90$\pm$0.00     -1.05$\pm$0.02     -0.44$\pm$0.08     -0.27$\pm$0.01     -0.19$\pm$0.01     -0.08$\pm$0.01

Basketball finer(2000)     0.00$\pm$0.00     -0.97$\pm$0.00     -0.99$\pm$0.02     -0.42$\pm$0.05     -0.31$\pm$0.02     -0.25$\pm$0.01     -0.06$\pm$0.01

Basketball finer(2001)     -0.00$\pm$0.00     -0.96$\pm$0.00     -1.06$\pm$0.00     -0.46$\pm$0.06     -0.31$\pm$0.01     -0.25$\pm$0.02     -0.10$\pm$0.01

Basketball finer(2002)     -0.04$\pm$0.02     -0.99$\pm$0.01     -0.92$\pm$0.02     -0.52$\pm$0.09     -0.30$\pm$0.02     -0.25$\pm$0.01     -0.05$\pm$0.01

Basketball finer(2003)     0.00$\pm$0.00     -1.01$\pm$0.00     -0.98$\pm$0.07     -0.49$\pm$0.10     -0.25$\pm$0.01     -0.21$\pm$0.01     -0.05$\pm$0.01

Basketball finer(2004)     -0.02$\pm$0.01     -1.00$\pm$0.06     -0.93$\pm$0.01     -0.48$\pm$0.07     -0.29$\pm$0.01     -0.24$\pm$0.01     -0.07$\pm$0.01

Basketball finer(2005)     -0.01$\pm$0.01     -1.08$\pm$0.01     -0.93$\pm$0.00     -0.42$\pm$0.05     -0.22$\pm$0.01     -0.18$\pm$0.01     -0.06$\pm$0.01

Basketball finer(2006)     -0.00$\pm$0.01     -1.01$\pm$0.00     -0.97$\pm$0.00     -0.42$\pm$0.07     -0.24$\pm$0.02     -0.17$\pm$0.01     -0.04$\pm$0.01

Basketball finer(2007)     -0.00$\pm$0.01     -1.05$\pm$0.01     -0.97$\pm$0.14     -0.46$\pm$0.06     -0.25$\pm$0.02     -0.18$\pm$0.02     -0.06$\pm$0.01

Basketball finer(2008)     -0.00$\pm$0.00     -0.94$\pm$0.00     -0.98$\pm$0.00     -0.42$\pm$0.09     -0.29$\pm$0.01     -0.21$\pm$0.01     -0.04$\pm$0.01

Basketball finer(2009)     -0.00$\pm$0.00     -0.96$\pm$0.00     -1.00$\pm$0.04     -0.45$\pm$0.04     -0.26$\pm$0.01     -0.21$\pm$0.02     -0.06$\pm$0.01

Basketball finer(2010)     -0.00$\pm$0.00     -0.93$\pm$0.00     -0.98$\pm$0.02     -0.41$\pm$0.07     -0.18$\pm$0.01     -0.21$\pm$0.01     -0.05$\pm$0.01

Basketball finer(2011)     -0.01$\pm$0.00     -0.88$\pm$0.00     -0.99$\pm$0.01     -0.44$\pm$0.06     -0.21$\pm$0.01     -0.22$\pm$0.01     -0.03$\pm$0.01

Basketball finer(2012)     0.00$\pm$0.00     -0.94$\pm$0.01     -0.98$\pm$0.03     -0.45$\pm$0.07     -0.26$\pm$0.01     -0.21$\pm$0.01     -0.03$\pm$0.00

Basketball finer(2013)     -0.00$\pm$0.01     -0.95$\pm$0.01     -1.06$\pm$0.00     -0.45$\pm$0.08     -0.27$\pm$0.01     -0.25$\pm$0.01     -0.07$\pm$0.01

Basketball finer(2014)     -0.01$\pm$0.00     -0.99$\pm$0.19     -1.07$\pm$0.00     -0.47$\pm$0.09     -0.24$\pm$0.02     -0.20$\pm$0.01     -0.02$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0)     -0.05$\pm$0.02     -1.71$\pm$0.01     -1.64$\pm$0.01     -0.16$\pm$0.11     0.08$\pm$0.01     -0.00$\pm$0.01     -0.06$\pm$0.02

ERO(p=0.05, style=gamma,$\eta$=0)     -0.13$\pm$0.01     -1.76$\pm$0.03     -1.61$\pm$0.40     0.22$\pm$0.03     0.31$\pm$0.03     0.22$\pm$0.02     0.07$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.1)     -0.00$\pm$0.00     -1.49$\pm$0.02     -1.30$\pm$0.01     -0.05$\pm$0.04     -0.27$\pm$0.01     -0.24$\pm$0.01     -0.00$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.1)     -0.00$\pm$0.00     -1.60$\pm$0.01     -1.19$\pm$0.04     0.05$\pm$0.01     -0.05$\pm$0.03     0.02$\pm$0.03     0.02$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.2)     -0.01$\pm$0.02     -1.37$\pm$0.01     -1.21$\pm$0.04     -0.01$\pm$0.05     -0.22$\pm$0.04     -0.31$\pm$0.04     -0.02$\pm$0.03

ERO(p=0.05, style=gamma,$\eta$=0.2)     -0.00$\pm$0.01     -1.43$\pm$0.02     -1.14$\pm$0.02     0.00$\pm$0.01     -0.17$\pm$0.03     -0.14$\pm$0.02     -0.01$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.3)     -0.01$\pm$0.01     -1.10$\pm$0.02     -0.98$\pm$0.11     0.05$\pm$0.05     -0.14$\pm$0.05     -0.21$\pm$0.06     -0.01$\pm$0.03

ERO(p=0.05, style=gamma,$\eta$=0.3)     -0.03$\pm$0.01     -1.16$\pm$0.02     -1.05$\pm$0.02     -0.04$\pm$0.02     -0.29$\pm$0.01     -0.30$\pm$0.02     -0.05$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.4)     -0.00$\pm$0.00     -1.00$\pm$0.05     -0.75$\pm$0.03     0.04$\pm$0.05     -0.01$\pm$0.02     -0.09$\pm$0.04     0.02$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.4)     -0.11$\pm$0.03     -0.98$\pm$0.05     -0.98$\pm$0.09     -0.10$\pm$0.03     -0.31$\pm$0.06     -0.34$\pm$0.02     -0.17$\pm$0.15

ERO(p=0.05, style=uniform,$\eta$=0.5)     -0.00$\pm$0.00     -0.84$\pm$0.01     -0.64$\pm$0.02     0.02$\pm$0.15     -0.01$\pm$0.03     -0.04$\pm$0.05     -0.02$\pm$0.04

ERO(p=0.05, style=gamma,$\eta$=0.5)     -0.27$\pm$0.01     -0.84$\pm$0.04     -0.87$\pm$0.13     -0.25$\pm$0.04     -0.38$\pm$0.06     -0.44$\pm$0.02     -0.66$\pm$0.02

ERO(p=0.05, style=uniform,$\eta$=0.6)     -0.00$\pm$0.00     -0.66$\pm$0.01     -0.57$\pm$0.01     0.00$\pm$0.03     -0.00$\pm$0.02     -0.05$\pm$0.05     -0.18$\pm$0.05

ERO(p=0.05, style=gamma,$\eta$=0.6)     -0.39$\pm$0.02     -0.83$\pm$0.09     -0.92$\pm$0.02     -0.32$\pm$0.09     -0.53$\pm$0.01     -0.52$\pm$0.03     -0.76$\pm$0.09

ERO(p=0.05, style=uniform,$\eta$=0.7)     -0.01$\pm$0.03     -0.64$\pm$0.02     -0.56$\pm$0.26     -0.01$\pm$0.04     -0.14$\pm$0.27     -0.23$\pm$0.30     -0.48$\pm$0.27

ERO(p=0.05, style=gamma,$\eta$=0.7)     -0.42$\pm$0.00     -0.86$\pm$0.05     -0.89$\pm$0.05     -0.38$\pm$0.06     -0.59$\pm$0.02     -0.54$\pm$0.02     -0.87$\pm$0.04

ERO(p=0.05, style=uniform,$\eta$=0.8)     -0.24$\pm$0.20     -0.61$\pm$0.23     -0.69$\pm$0.23     -0.19$\pm$0.21     -0.26$\pm$0.28     -0.26$\pm$0.24     -0.72$\pm$0.24

ERO(p=0.05, style=gamma,$\eta$=0.8)     -0.51$\pm$0.00     -0.84$\pm$0.03     -0.90$\pm$0.03     -0.44$\pm$0.05     -0.61$\pm$0.03     -0.55$\pm$0.05     -0.88$\pm$0.09

ERO(p=1, style=uniform,$\eta$=0)     0.00$\pm$0.00     -1.85$\pm$0.00     0.00$\pm$0.00     -0.23$\pm$0.11     0.00$\pm$0.00     0.00$\pm$0.00     0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0)     0.00$\pm$0.00     -1.83$\pm$0.00     0.00$\pm$0.00     -0.09$\pm$0.01     0.00$\pm$0.00     0.00$\pm$0.00     -0.01$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.1)     -0.02$\pm$0.01     -1.67$\pm$0.00     0.00$\pm$0.00     -0.12$\pm$0.07     -0.09$\pm$0.02     -0.49$\pm$0.03     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.1)     -0.01$\pm$0.01     -1.58$\pm$0.00     0.00$\pm$0.00     -0.03$\pm$0.01     -0.25$\pm$0.02     -0.51$\pm$0.02     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.2)     -0.01$\pm$0.01     -1.41$\pm$0.00     -0.00$\pm$0.00     -0.11$\pm$0.05     -0.10$\pm$0.01     -0.34$\pm$0.02     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.2)     -0.01$\pm$0.01     -1.45$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.02     -0.15$\pm$0.02     -0.32$\pm$0.03     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.3)     -0.00$\pm$0.00     -1.21$\pm$0.00     0.00$\pm$0.00     -0.06$\pm$0.04     -0.07$\pm$0.01     -0.23$\pm$0.02     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.3)     -0.00$\pm$0.00     -1.25$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.01     -0.12$\pm$0.03     -0.21$\pm$0.03     0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.4)     -0.00$\pm$0.00     -1.05$\pm$0.00     -0.00$\pm$0.00     -0.05$\pm$0.04     -0.04$\pm$0.01     -0.14$\pm$0.02     -0.00$\pm$0.01

ERO(p=1, style=gamma,$\eta$=0.4)     -0.02$\pm$0.00     -1.07$\pm$0.00     0.00$\pm$0.00     -0.04$\pm$0.00     -0.15$\pm$0.00     -0.21$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.5)     -0.13$\pm$0.00     -0.94$\pm$0.00     -0.06$\pm$0.00     -0.18$\pm$0.03     -0.19$\pm$0.00     -0.26$\pm$0.00     -0.11$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.5)     -0.21$\pm$0.00     -0.98$\pm$0.00     -0.07$\pm$0.00     -0.23$\pm$0.01     -0.30$\pm$0.00     -0.33$\pm$0.00     -0.19$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.6)     -0.32$\pm$0.00     -0.94$\pm$0.00     -0.27$\pm$0.00     -0.36$\pm$0.03     -0.37$\pm$0.00     -0.40$\pm$0.00     -0.31$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.6)     -0.38$\pm$0.00     -0.93$\pm$0.00     -0.27$\pm$0.00     -0.42$\pm$0.01     -0.44$\pm$0.00     -0.46$\pm$0.00     -0.37$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.7)     -0.51$\pm$0.00     -0.95$\pm$0.00     -0.49$\pm$0.00     -0.54$\pm$0.03     -0.53$\pm$0.00     -0.55$\pm$0.00     -0.51$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.7)     -0.55$\pm$0.00     -0.98$\pm$0.00     -0.52$\pm$0.00     -0.59$\pm$0.01     -0.59$\pm$0.00     -0.60$\pm$0.00     -0.56$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.8)     -0.68$\pm$0.00     -0.97$\pm$0.00     -0.95$\pm$0.00     -0.71$\pm$0.02     -0.70$\pm$0.00     -0.71$\pm$0.00     -0.70$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.8)     -0.71$\pm$0.00     -0.96$\pm$0.00     -0.98$\pm$0.00     -0.75$\pm$0.01     -0.73$\pm$0.00     -0.73$\pm$0.00     -0.73$\pm$0.00

Result table on $\mathcal{L}_\text{upset, naive}$ improvement with “proximal baseline" training starting from a baseline as initial guess, for individual directed graphs, averaged over 10 runs, and plus/minus one standard deviation. The best is marked in bold red while the second best is highlighted in underline blue.

Data      SpringRank     SyncRank     SerialRank     BTL      Eig.Cent.     PageRank      SVD_NRS

HeadToHead     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.18$\pm$0.00     0.00$\pm$0.00     -0.05$\pm$0.00     -0.02$\pm$0.00     -0.04$\pm$0.00

Finance     -0.00$\pm$0.00     -0.09$\pm$0.00     0.00$\pm$0.00     -0.03$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00     -0.00$\pm$0.00

Animal     -0.02$\pm$0.01     -0.34$\pm$0.06     -0.44$\pm$0.12     0.00$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.02     -0.00$\pm$0.02

Faculty: Business     -0.01$\pm$0.00     -0.12$\pm$0.00     -0.17$\pm$0.01     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.00

Faculty: CS     -0.00$\pm$0.00     -0.17$\pm$0.02     -0.18$\pm$0.02     0.00$\pm$0.00     0.00$\pm$0.01     -0.00$\pm$0.00     -0.02$\pm$0.01

Faculty: History     -0.00$\pm$0.00     -0.07$\pm$0.00     -0.44$\pm$0.20     0.00$\pm$0.00     -0.00$\pm$0.01     -0.00$\pm$0.00     -0.00$\pm$0.00

Football(2009)     0.00$\pm$0.00     -0.18$\pm$0.11     -0.04$\pm$0.02     -0.01$\pm$0.02     -0.03$\pm$0.01     -0.04$\pm$0.02     -0.00$\pm$0.00

Football(2010)     -0.01$\pm$0.01     -0.15$\pm$0.04     -0.08$\pm$0.01     -0.00$\pm$0.01     -0.03$\pm$0.02     -0.03$\pm$0.02     -0.00$\pm$0.00

Football(2011)     -0.00$\pm$0.00     -0.19$\pm$0.09     -0.01$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01     -0.03$\pm$0.02     -0.00$\pm$0.01

Football(2012)     -0.01$\pm$0.01     -0.17$\pm$0.01     -0.12$\pm$0.03     -0.01$\pm$0.02     -0.00$\pm$0.01     -0.01$\pm$0.00     0.00$\pm$0.00

Football(2013)     -0.01$\pm$0.01     -0.27$\pm$0.03     -0.02$\pm$0.01     -0.02$\pm$0.01     -0.04$\pm$0.01     -0.04$\pm$0.01     -0.01$\pm$0.01

Football(2014)     -0.00$\pm$0.01     -0.18$\pm$0.05     -0.12$\pm$0.03     -0.01$\pm$0.01     -0.02$\pm$0.03     -0.00$\pm$0.00     -0.01$\pm$0.01

Football finer(2009)     -0.01$\pm$0.01     -0.26$\pm$0.01     -0.04$\pm$0.01     -0.01$\pm$0.03     -0.04$\pm$0.03     -0.06$\pm$0.03     -0.01$\pm$0.01

Football finer(2010)     -0.02$\pm$0.01     -0.11$\pm$0.01     -0.05$\pm$0.02     -0.03$\pm$0.03     -0.03$\pm$0.02     -0.06$\pm$0.01     -0.00$\pm$0.00

Football finer(2011)     -0.00$\pm$0.01     -0.19$\pm$0.01     -0.04$\pm$0.01     -0.01$\pm$0.01     -0.02$\pm$0.01     -0.05$\pm$0.01     -0.00$\pm$0.01

Football finer(2012)     -0.01$\pm$0.01     -0.23$\pm$0.04     -0.03$\pm$0.02     -0.01$\pm$0.01     -0.04$\pm$0.02     -0.07$\pm$0.01     -0.00$\pm$0.01

Football finer(2013)     -0.03$\pm$0.03     -0.25$\pm$0.00     -0.03$\pm$0.02     -0.02$\pm$0.02     -0.05$\pm$0.03     -0.06$\pm$0.02     -0.02$\pm$0.01

Football finer(2014)     -0.00$\pm$0.01     -0.17$\pm$0.02     -0.09$\pm$0.03     -0.02$\pm$0.02     -0.01$\pm$0.01     -0.02$\pm$0.01     -0.00$\pm$0.01

Basketball(1985)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.32$\pm$0.01     -0.03$\pm$0.02     -0.01$\pm$0.00     -0.02$\pm$0.01     -0.02$\pm$0.00

Basketball(1986)     -0.00$\pm$0.00     -0.28$\pm$0.00     -0.28$\pm$0.01     -0.03$\pm$0.01     -0.02$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(1987)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.23$\pm$0.01     -0.03$\pm$0.01     -0.03$\pm$0.01     -0.00$\pm$0.00     -0.01$\pm$0.00

Basketball(1988)     0.00$\pm$0.00     -0.24$\pm$0.00     -0.27$\pm$0.01     -0.03$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(1989)     0.00$\pm$0.00     -0.26$\pm$0.00     -0.25$\pm$0.01     -0.03$\pm$0.00     0.00$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(1990)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.27$\pm$0.01     -0.03$\pm$0.03     -0.02$\pm$0.00     -0.02$\pm$0.00     -0.01$\pm$0.00

Basketball(1991)     -0.00$\pm$0.00     -0.27$\pm$0.00     -0.29$\pm$0.01     -0.02$\pm$0.01     -0.01$\pm$0.00     -0.00$\pm$0.00     -0.02$\pm$0.00

Basketball(1992)     -0.00$\pm$0.00     -0.27$\pm$0.00     -0.26$\pm$0.00     -0.01$\pm$0.03     -0.01$\pm$0.00     0.00$\pm$0.00     -0.02$\pm$0.00

Basketball(1993)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.29$\pm$0.02     -0.02$\pm$0.02     -0.01$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00

Basketball(1994)     0.00$\pm$0.00     -0.25$\pm$0.00     -0.29$\pm$0.00     -0.01$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(1995)     0.00$\pm$0.00     -0.26$\pm$0.00     -0.25$\pm$0.01     -0.01$\pm$0.02     -0.00$\pm$0.00     -0.02$\pm$0.00     -0.01$\pm$0.00

Basketball(1996)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.28$\pm$0.01     -0.02$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(1997)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.01     -0.03$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(1998)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.01     -0.03$\pm$0.01     -0.02$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(1999)     -0.00$\pm$0.00     -0.21$\pm$0.00     -0.27$\pm$0.01     -0.02$\pm$0.02     -0.02$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00

Basketball(2000)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.26$\pm$0.01     -0.02$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2001)     0.00$\pm$0.00     -0.26$\pm$0.00     -0.28$\pm$0.03     -0.02$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.03$\pm$0.01

Basketball(2002)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.26$\pm$0.00     -0.02$\pm$0.01     -0.00$\pm$0.00     -0.02$\pm$0.00     -0.01$\pm$0.00

Basketball(2003)     0.00$\pm$0.00     -0.27$\pm$0.00     -0.28$\pm$0.00     -0.02$\pm$0.02     -0.02$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00

Basketball(2004)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.28$\pm$0.03     -0.02$\pm$0.01     -0.01$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00

Basketball(2005)     0.00$\pm$0.00     -0.26$\pm$0.00     -0.26$\pm$0.02     -0.04$\pm$0.01     -0.00$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(2006)     0.00$\pm$0.00     -0.26$\pm$0.00     -0.27$\pm$0.01     0.00$\pm$0.02     0.00$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2007)     -0.00$\pm$0.00     -0.28$\pm$0.00     -0.26$\pm$0.02     -0.02$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2008)     0.00$\pm$0.00     -0.24$\pm$0.00     -0.27$\pm$0.01     -0.01$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2009)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.29$\pm$0.01     -0.03$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2010)     -0.00$\pm$0.00     -0.21$\pm$0.00     -0.26$\pm$0.01     -0.01$\pm$0.03     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2011)     -0.00$\pm$0.00     -0.22$\pm$0.00     -0.27$\pm$0.01     0.00$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.00$\pm$0.00

Basketball(2012)     -0.00$\pm$0.00     -0.28$\pm$0.00     -0.28$\pm$0.01     -0.02$\pm$0.02     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00

Basketball(2013)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.27$\pm$0.02     -0.03$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.02$\pm$0.00

Basketball(2014)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.28$\pm$0.01     -0.00$\pm$0.03     -0.00$\pm$0.00     -0.01$\pm$0.00     -0.00$\pm$0.00

Basketball finer(1985)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.24$\pm$0.02     -0.14$\pm$0.02     -0.09$\pm$0.00     -0.08$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1986)     0.00$\pm$0.00     -0.28$\pm$0.00     -0.25$\pm$0.01     -0.13$\pm$0.02     -0.08$\pm$0.00     -0.07$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1987)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.23$\pm$0.00     -0.11$\pm$0.02     -0.06$\pm$0.00     -0.07$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1988)     -0.00$\pm$0.00     -0.27$\pm$0.00     -0.25$\pm$0.00     -0.14$\pm$0.03     -0.09$\pm$0.00     -0.09$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1989)     0.00$\pm$0.00     -0.24$\pm$0.00     -0.22$\pm$0.01     -0.13$\pm$0.01     -0.07$\pm$0.00     -0.07$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1990)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.00     -0.14$\pm$0.01     -0.10$\pm$0.00     -0.08$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1991)     -0.00$\pm$0.00     -0.28$\pm$0.00     -0.26$\pm$0.01     -0.11$\pm$0.02     -0.12$\pm$0.00     -0.10$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1992)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.25$\pm$0.00     -0.12$\pm$0.01     -0.10$\pm$0.00     -0.09$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1993)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.27$\pm$0.02     -0.12$\pm$0.01     -0.09$\pm$0.00     -0.07$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1994)     0.00$\pm$0.00     -0.25$\pm$0.00     -0.28$\pm$0.01     -0.12$\pm$0.02     -0.10$\pm$0.00     -0.07$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1995)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.25$\pm$0.00     -0.12$\pm$0.02     -0.09$\pm$0.00     -0.07$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1996)     -0.00$\pm$0.00     -0.22$\pm$0.00     -0.22$\pm$0.01     -0.11$\pm$0.01     -0.07$\pm$0.01     -0.06$\pm$0.00     -0.01$\pm$0.00

Basketball finer(1997)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.24$\pm$0.00     -0.12$\pm$0.01     -0.07$\pm$0.00     -0.06$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1998)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.24$\pm$0.00     -0.11$\pm$0.02     -0.06$\pm$0.00     -0.06$\pm$0.00     -0.02$\pm$0.00

Basketball finer(1999)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.26$\pm$0.01     -0.11$\pm$0.02     -0.07$\pm$0.00     -0.05$\pm$0.00     -0.02$\pm$0.00

Basketball finer(2000)     0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.00     -0.10$\pm$0.01     -0.08$\pm$0.00     -0.06$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2001)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.01     -0.11$\pm$0.01     -0.08$\pm$0.00     -0.06$\pm$0.00     -0.02$\pm$0.00

Basketball finer(2002)     -0.01$\pm$0.00     -0.25$\pm$0.00     -0.23$\pm$0.01     -0.13$\pm$0.02     -0.08$\pm$0.00     -0.06$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2003)     0.00$\pm$0.00     -0.25$\pm$0.00     -0.22$\pm$0.02     -0.12$\pm$0.02     -0.06$\pm$0.00     -0.05$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2004)     -0.00$\pm$0.00     -0.25$\pm$0.01     -0.23$\pm$0.00     -0.12$\pm$0.02     -0.07$\pm$0.00     -0.06$\pm$0.00     -0.02$\pm$0.00

Basketball finer(2005)     -0.00$\pm$0.00     -0.27$\pm$0.00     -0.22$\pm$0.00     -0.10$\pm$0.01     -0.05$\pm$0.00     -0.04$\pm$0.00     -0.02$\pm$0.00

Basketball finer(2006)     -0.00$\pm$0.00     -0.25$\pm$0.00     -0.24$\pm$0.00     -0.10$\pm$0.02     -0.06$\pm$0.00     -0.04$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2007)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.23$\pm$0.03     -0.12$\pm$0.01     -0.06$\pm$0.00     -0.04$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2008)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.24$\pm$0.01     -0.11$\pm$0.02     -0.07$\pm$0.00     -0.05$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2009)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.25$\pm$0.01     -0.11$\pm$0.01     -0.07$\pm$0.00     -0.05$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2010)     -0.00$\pm$0.00     -0.23$\pm$0.00     -0.25$\pm$0.00     -0.10$\pm$0.02     -0.05$\pm$0.00     -0.05$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2011)     -0.00$\pm$0.00     -0.22$\pm$0.00     -0.25$\pm$0.00     -0.11$\pm$0.01     -0.05$\pm$0.00     -0.06$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2012)     0.00$\pm$0.00     -0.24$\pm$0.00     -0.24$\pm$0.01     -0.11$\pm$0.02     -0.07$\pm$0.00     -0.05$\pm$0.00     -0.01$\pm$0.00

Basketball finer(2013)     -0.00$\pm$0.00     -0.24$\pm$0.00     -0.26$\pm$0.02     -0.11$\pm$0.02     -0.07$\pm$0.00     -0.06$\pm$0.00     -0.02$\pm$0.00

Basketball finer(2014)     -0.00$\pm$0.00     -0.25$\pm$0.05     -0.26$\pm$0.01     -0.12$\pm$0.02     -0.06$\pm$0.01     -0.05$\pm$0.00     -0.01$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0)     -0.01$\pm$0.01     -0.43$\pm$0.00     -0.40$\pm$0.01     -0.04$\pm$0.03     0.02$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.00

ERO(p=0.05, style=gamma,$\eta$=0)     -0.03$\pm$0.00     -0.44$\pm$0.01     -0.40$\pm$0.10     0.06$\pm$0.01     0.08$\pm$0.01     0.05$\pm$0.01     0.02$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0.1)     -0.00$\pm$0.00     -0.37$\pm$0.00     -0.32$\pm$0.00     -0.01$\pm$0.01     -0.06$\pm$0.00     -0.06$\pm$0.00     -0.00$\pm$0.00

ERO(p=0.05, style=gamma,$\eta$=0.1)     -0.00$\pm$0.00     -0.40$\pm$0.00     -0.26$\pm$0.02     0.01$\pm$0.00     -0.01$\pm$0.00     0.01$\pm$0.00     0.01$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0.2)     -0.00$\pm$0.01     -0.34$\pm$0.00     -0.30$\pm$0.01     -0.00$\pm$0.01     -0.05$\pm$0.01     -0.08$\pm$0.01     -0.00$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.2)     -0.00$\pm$0.00     -0.36$\pm$0.00     -0.21$\pm$0.01     0.00$\pm$0.00     -0.02$\pm$0.00     -0.02$\pm$0.00     -0.00$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0.3)     -0.00$\pm$0.00     -0.28$\pm$0.01     -0.25$\pm$0.03     0.01$\pm$0.01     -0.03$\pm$0.01     -0.05$\pm$0.02     -0.00$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.3)     -0.01$\pm$0.00     -0.29$\pm$0.00     -0.16$\pm$0.02     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.00     -0.00$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0.4)     -0.00$\pm$0.00     -0.25$\pm$0.01     -0.18$\pm$0.01     0.01$\pm$0.01     -0.00$\pm$0.00     -0.02$\pm$0.01     0.00$\pm$0.00

ERO(p=0.05, style=gamma,$\eta$=0.4)     -0.00$\pm$0.01     -0.24$\pm$0.01     -0.11$\pm$0.03     0.00$\pm$0.01     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.00$\pm$0.00

ERO(p=0.05, style=uniform,$\eta$=0.5)     -0.00$\pm$0.00     -0.21$\pm$0.00     -0.16$\pm$0.00     0.01$\pm$0.04     -0.00$\pm$0.01     -0.01$\pm$0.01     -0.00$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.5)     -0.01$\pm$0.01     -0.21$\pm$0.01     -0.06$\pm$0.04     -0.01$\pm$0.01     -0.01$\pm$0.00     -0.00$\pm$0.00     -0.03$\pm$0.03

ERO(p=0.05, style=uniform,$\eta$=0.6)     -0.00$\pm$0.00     -0.17$\pm$0.00     -0.14$\pm$0.00     0.00$\pm$0.01     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.04$\pm$0.01

ERO(p=0.05, style=gamma,$\eta$=0.6)     -0.01$\pm$0.01     -0.18$\pm$0.01     -0.04$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.7)     -0.00$\pm$0.01     -0.16$\pm$0.00     -0.09$\pm$0.00     -0.00$\pm$0.01     0.00$\pm$0.00     -0.00$\pm$0.00     -0.06$\pm$0.00

ERO(p=0.05, style=gamma,$\eta$=0.7)     -0.00$\pm$0.01     -0.16$\pm$0.01     -0.05$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01     0.00$\pm$0.00     -0.02$\pm$0.01

ERO(p=0.05, style=uniform,$\eta$=0.8)     -0.00$\pm$0.00     -0.14$\pm$0.00     -0.07$\pm$0.00     0.00$\pm$0.01     -0.00$\pm$0.00     0.00$\pm$0.00     -0.07$\pm$0.00

ERO(p=0.05, style=gamma,$\eta$=0.8)     -0.01$\pm$0.01     -0.14$\pm$0.01     -0.04$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01     0.00$\pm$0.01     -0.03$\pm$0.02

ERO(p=1, style=uniform,$\eta$=0)     0.00$\pm$0.00     -0.46$\pm$0.00     0.00$\pm$0.00     -0.06$\pm$0.03     0.00$\pm$0.00     0.00$\pm$0.00     0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0)     0.00$\pm$0.00     -0.46$\pm$0.00     0.00$\pm$0.00     -0.02$\pm$0.00     0.00$\pm$0.00     0.00$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.1)     -0.00$\pm$0.00     -0.42$\pm$0.00     0.00$\pm$0.00     -0.03$\pm$0.02     -0.02$\pm$0.01     -0.12$\pm$0.01     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.1)     -0.00$\pm$0.00     -0.39$\pm$0.00     0.00$\pm$0.00     -0.01$\pm$0.00     -0.05$\pm$0.02     -0.11$\pm$0.01     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.2)     -0.00$\pm$0.00     -0.35$\pm$0.00     -0.00$\pm$0.00     -0.03$\pm$0.01     -0.03$\pm$0.00     -0.09$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.2)     -0.00$\pm$0.00     -0.36$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.04$\pm$0.01     -0.08$\pm$0.01     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.3)     -0.00$\pm$0.00     -0.30$\pm$0.00     0.00$\pm$0.00     -0.02$\pm$0.01     -0.02$\pm$0.00     -0.06$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.3)     -0.00$\pm$0.00     -0.31$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.03$\pm$0.01     -0.05$\pm$0.01     0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.4)     -0.00$\pm$0.00     -0.26$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.00     -0.04$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.4)     -0.00$\pm$0.00     -0.27$\pm$0.00     0.00$\pm$0.00     -0.00$\pm$0.00     -0.02$\pm$0.01     -0.03$\pm$0.01     0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.5)     -0.00$\pm$0.00     -0.22$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.00     -0.03$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.5)     -0.00$\pm$0.00     -0.22$\pm$0.00     -0.00$\pm$0.00     0.00$\pm$0.01     -0.01$\pm$0.01     -0.01$\pm$0.01     0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.6)     -0.00$\pm$0.00     -0.17$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.01     -0.01$\pm$0.00     -0.02$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.6)     -0.00$\pm$0.00     -0.16$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.01$\pm$0.00     -0.01$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.7)     -0.01$\pm$0.00     -0.12$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.01     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.7)     -0.01$\pm$0.00     -0.13$\pm$0.00     0.00$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=uniform,$\eta$=0.8)     -0.00$\pm$0.00     -0.08$\pm$0.00     -0.05$\pm$0.00     -0.00$\pm$0.01     -0.00$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00

ERO(p=1, style=gamma,$\eta$=0.8)     -0.00$\pm$0.00     -0.08$\pm$0.00     -0.05$\pm$0.00     -0.00$\pm$0.00     -0.00$\pm$0.00     0.00$\pm$0.00     -0.00$\pm$0.00

§ VARIANT AND HYPERPARAMETER SELECTION

The results reported in the main text are selected within either non-proximal or proximal categories depending on whether they have proximal gradient steps within the architecture. All selections are carried out via the lowest $\mathcal{L}_\text{upset, simple}$ or the lowest $\mathcal{L}_\text{upset, naive}$ or the lowest $\mathcal{L}_\text{upset, ratio}$ depending on our objective. “–" in the tables in this section means “not applicable". There are a total of two variants for non-proximal variants and three for proximal variants for score generation, and each can be coupled with one of DIMPA [He et al., 2021] and the inception block model (ib) [Tong et al., 2020] (or others like MagNet [Zhang et al., 2021], not tested here) for digraph embedding learning. We fix the learning rate to be 0.01, and vary the the method of pretraining, the coefficient for $\mathcal{L}_\text{upset, margin}$ in training, the coefficient for $\mathcal{L}_\text{upset, ratio}$ in training,
and the baseline selected for “proximal baseline" variant. Choices are SyncRank, SpringRank, SerialRank,  BTL, Eig.Cent., PageRank and SVD_NRS for real-world data sets, and SpringRank, BTL, SerialRank for synthetic data. We consider  these choices to demonstrate that our “proximal baseline" has the ability to improve over initial guess vectors coming from different types of baselines. See  Sec. <ref> for more details on improvements over baselines.

GNN selection among GNNRank-N methods for the lowest $\mathcal{L}_\text{upset, simple}$.

Data      Variant    train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient     baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     ib dist     proximal baseline     innerproduct     1     SVD_NRS     1

Finance     ib dist     innerproduct     –     0     –     1

Animal     DIMPA dist     dist     –     0     –     1

Faculty: Business     DIMPA innerproduct     innerproduct     –     0     –     1

Faculty: CS     DIMPA dist     dist     –     0     –     1

Faculty: History     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1985)     DIMPA dist     dist     –     0     –     1

Basketball(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1987)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1988)     DIMPA dist     dist     –     0     –     1

Basketball(1989)     DIMPA dist     dist     –     0     –     1

Basketball(1990)     DIMPA dist     dist     –     0     –     1

Basketball(1991)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1992)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1993)     DIMPA dist     dist     –     1     –     1

Basketball(1994)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1996)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1997)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1998)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1999)     DIMPA dist     dist     –     0     –     1

Basketball(2000)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2001)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2002)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2003)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2004)     DIMPA dist     dist     –     0     –     1

Basketball(2005)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2006)     DIMPA dist     dist     –     0     –     1

Basketball(2007)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2008)     DIMPA dist     dist     –     0     –     1

Basketball(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2010)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2011)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2012)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2013)     DIMPA dist     dist     –     0     –     1

Basketball(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1985)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1987)     DIMPA dist     dist     –     1     –     1

Basketball finer(1988)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1989)     DIMPA dist     dist     –     1     –     1

Basketball finer(1990)     DIMPA dist     dist     –     1     –     1

Basketball finer(1991)     DIMPA dist     dist     –     1     –     0

Basketball finer(1992)     DIMPA dist     dist     –     1     –     1

Basketball finer(1993)     DIMPA dist     dist     –     1     –     0

Basketball finer(1994)     DIMPA dist     dist     –     1     –     1

Basketball finer(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1996)     DIMPA dist     dist     –     1     –     1

Basketball finer(1997)     DIMPA dist     dist     –     1     –     1

Basketball finer(1998)     DIMPA dist     dist     –     1     –     0

Basketball finer(1999)     DIMPA dist     dist     –     1     –     1

Basketball finer(2000)     DIMPA dist     dist     –     1     –     1

Basketball finer(2001)     DIMPA dist     dist     –     1     –     1

Basketball finer(2002)     DIMPA dist     dist     –     1     –     1

Basketball finer(2003)     DIMPA dist     dist     –     1     –     1

Basketball finer(2004)     DIMPA dist     dist     –     1     –     0

Basketball finer(2005)     DIMPA dist     dist     –     1     –     1

Basketball finer(2006)     DIMPA dist     dist     –     1     –     1

Basketball finer(2007)     DIMPA dist     dist     –     1     –     0

Basketball finer(2008)     DIMPA dist     dist     –     1     –     1

Basketball finer(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2010)     DIMPA dist     dist     –     1     –     1

Basketball finer(2011)     DIMPA dist     dist     –     1     –     1

Basketball finer(2012)     DIMPA dist     dist     –     1     –     0

Basketball finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Football(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Football(2010)     ib dist     proximal innerproduct     dist     1     –     1

Football(2011)     ib dist     proximal baseline     dist     1     BTL     0

Football(2012)     ib dist     dist     –     1     –     0

Football(2013)     DIMPA dist     dist     –     0     –     1

Football(2014)     ib dist     proximal baseline     innerproduct     1     Eign.Cent.     1

Football finer(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2010)     ib innerproduct     proximal innerproduct     innerproduct     1     –     0

Football finer(2011)     DIMPA dist     dist     –     1     –     0

Football finer(2012)     DIMPA dist     proximal baseline     dist     1     BTL     1

Football finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2014)     ib dist     proximal innerproduct     SerialRank similarity     1     –     1

GNN selection among GNNRank-P methods for the lowest $\mathcal{L}_\text{upset, simple}$.

Data      Variant     train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient     baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Finance     ib proximal dist     innerproduct     –     0     –     1

Animal     ib proximal baseline     proximal baseline     innerproduct     1     SyncRank     0

Faculty: Business     ib proximal baseline     proximal baseline     innerproduct     0     SyncRank     1

Faculty: CS     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Faculty: History     DIMPA proximal dist     dist     –     1     –     1

Basketball(1985)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1986)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1987)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1988)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1989)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(1990)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1991)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1992)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1993)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball(1994)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1995)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(1996)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball(1997)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1998)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     0

Basketball(1999)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2000)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2001)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2002)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2003)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2004)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2005)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2006)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2007)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2008)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2009)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2010)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2011)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2012)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2013)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2014)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(1985)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1986)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1987)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(1988)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(1989)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1990)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1991)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1992)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1993)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(1994)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1995)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball finer(1996)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1997)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball finer(1998)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball finer(1999)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2000)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2001)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2002)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(2003)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2004)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     1

Basketball finer(2005)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(2006)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2007)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(2008)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2009)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2010)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2011)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2012)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(2013)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball finer(2014)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     1

Football(2009)     ib proximal baseline     dist     –     0     SpringRank     1

Football(2010)     ib proximal innerproduct     proximal baseline     innerproduct     1     SpringRank     1

Football(2011)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SpringRank     1

Football(2012)     ib proximal dist     proximal baseline     SerialRank similarity     1     PageRank     0

Football(2013)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Football(2014)     ib proximal dist     proximal baseline     innerproduct     1     PageRank     0

Football finer(2009)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     1

Football finer(2010)     ib proximal innerproduct     proximal baseline     innerproduct     1     SerialRank     1

Football finer(2011)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     0

Football finer(2012)     ib proximal baseline     proximal baseline     dist     1     SVD_NRS     0

Football finer(2013)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Football finer(2014)     ib proximal dist     proximal baseline     innerproduct     0     SVD_NRS     1

GNN selection among GNNRank-N methods for the lowest $\mathcal{L}_\text{upset, naive}$.

Data      Variant      train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient     baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     DIMPA dist     dist     –     0     –     1

Finance     DIMPA innerproduct     innerproduct     –     1     –     0

Animal     DIMPA dist     dist     –     0     –     1

Faculty: Business     DIMPA innerproduct     innerproduct     –     0     –     1

Faculty: CS     DIMPA dist     dist     –     0     –     1

Faculty: History     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1985)     DIMPA dist     dist     –     0     –     1

Basketball(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1987)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1988)     DIMPA dist     dist     –     0     –     1

Basketball(1989)     DIMPA dist     dist     –     0     –     1

Basketball(1990)     DIMPA dist     dist     –     0     –     1

Basketball(1991)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1992)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1993)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1994)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1996)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1997)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1998)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1999)     DIMPA dist     dist     –     0     –     1

Basketball(2000)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2001)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2002)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2003)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2004)     DIMPA dist     dist     –     0     –     1

Basketball(2005)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2006)     DIMPA dist     dist     –     0     –     1

Basketball(2007)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2008)     DIMPA dist     dist     –     0     –     1

Basketball(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2010)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2011)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2012)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2013)     DIMPA dist     dist     –     0     –     1

Basketball(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1985)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1987)     DIMPA dist     dist     –     1     –     1

Basketball finer(1988)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1989)     DIMPA dist     dist     –     1     –     1

Basketball finer(1990)     DIMPA dist     dist     –     1     –     1

Basketball finer(1991)     DIMPA dist     dist     –     1     –     0

Basketball finer(1992)     DIMPA dist     dist     –     1     –     1

Basketball finer(1993)     DIMPA dist     dist     –     1     –     0

Basketball finer(1994)     DIMPA dist     dist     –     1     –     1

Basketball finer(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1996)     DIMPA dist     dist     –     1     –     1

Basketball finer(1997)     DIMPA dist     dist     –     1     –     1

Basketball finer(1998)     DIMPA dist     dist     –     1     –     0

Basketball finer(1999)     DIMPA dist     dist     –     1     –     1

Basketball finer(2000)     DIMPA dist     dist     –     1     –     1

Basketball finer(2001)     DIMPA dist     dist     –     1     –     1

Basketball finer(2002)     DIMPA dist     dist     –     1     –     1

Basketball finer(2003)     DIMPA dist     dist     –     1     –     1

Basketball finer(2004)     DIMPA dist     dist     –     1     –     0

Basketball finer(2005)     DIMPA dist     dist     –     1     –     1

Basketball finer(2006)     DIMPA dist     dist     –     1     –     1

Basketball finer(2007)     DIMPA dist     dist     –     1     –     0

Basketball finer(2008)     DIMPA dist     dist     –     1     –     1

Basketball finer(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2010)     DIMPA dist     dist     –     1     –     1

Basketball finer(2011)     DIMPA dist     dist     –     1     –     1

Basketball finer(2012)     DIMPA dist     dist     –     1     –     0

Basketball finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Football(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Football(2010)     DIMPA dist     proximal dist     dist     1     –     1

Football(2011)     DIMPA dist     dist     –     0     –     1

Football(2012)     DIMPA dist     dist     –     1     –     1

Football(2013)     DIMPA dist     dist     –     0     –     1

Football(2014)     DIMPA dist     dist     –     1     –     1

Football finer(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2010)     DIMPA dist     proximal dist     dist     0     –     1

Football finer(2011)     DIMPA dist     dist     –     1     –     0

Football finer(2012)     DIMPA dist     innerproduct     –     1     –     1

Football finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2014)     DIMPA dist     dist     –     1     –     1

ERO(p=0.05, style=uniform,$\eta$=0)     DIMPA dist     dist     –     0     –     1

ERO(p=0.05, style=gamma,$\eta$=0)     DIMPA dist     dist     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.1)     ib innerproduct     innerproduct     –     0     –     1

ERO(p=0.05, style=gamma,$\eta$=0.1)     DIMPA dist     dist     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.2)     DIMPA dist     dist     –     1     –     1

ERO(p=0.05, style=gamma,$\eta$=0.2)     ib innerproduct     proximal baseline     innerproduct     0     SpringRank     1

ERO(p=0.05, style=uniform,$\eta$=0.3)     ib dist     dist     –     1     –     1

ERO(p=0.05, style=gamma,$\eta$=0.3)     ib innerproduct     proximal baseline     innerproduct     1     SyncRank     1

ERO(p=0.05, style=uniform,$\eta$=0.4)     ib innerproduct     innerproduct     –     1     –     0

ERO(p=0.05, style=gamma,$\eta$=0.4)     ib innerproduct     proximal baseline     innerproduct     1     SyncRank     1

ERO(p=0.05, style=uniform,$\eta$=0.5)     ib innerproduct     innerproduct     –     1     –     0

ERO(p=0.05, style=gamma,$\eta$=0.5)     ib innerproduct     proximal innerproduct     innerproduct     1     –     1

ERO(p=0.05, style=uniform,$\eta$=0.6)     ib innerproduct     innerproduct     –     1     –     0

ERO(p=0.05, style=gamma,$\eta$=0.6)     ib innerproduct     innerproduct     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.7)     ib innerproduct     innerproduct     –     1     –     0

ERO(p=0.05, style=gamma,$\eta$=0.7)     ib innerproduct     innerproduct     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.8)     ib innerproduct     innerproduct     –     1     –     0

ERO(p=0.05, style=gamma,$\eta$=0.8)     ib innerproduct     innerproduct     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0)     ib dist     dist     –     1     –     0

ERO(p=1, style=gamma,$\eta$=0)     ib dist     dist     –     1     –     0

ERO(p=1, style=uniform,$\eta$=0.1)     DIMPA innerproduct     proximal baseline     innerproduct     0     SVD_NRS     1

ERO(p=1, style=gamma,$\eta$=0.1)     DIMPA dist     dist     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0.2)     DIMPA dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.2)     DIMPA dist     dist     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0.3)     DIMPA dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.3)     DIMPA dist     dist     –     1     –     1

ERO(p=1, style=uniform,$\eta$=0.4)     DIMPA innerproduct     innerproduct     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.4)     DIMPA dist     dist     –     1     –     1

ERO(p=1, style=uniform,$\eta$=0.5)     ib dist     innerproduct     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.5)     ib dist     dist     –     1     –     1

ERO(p=1, style=uniform,$\eta$=0.6)     ib dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.6)     ib dist     dist     –     1     –     0

ERO(p=1, style=uniform,$\eta$=0.7)     ib dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.7)     ib dist     dist     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0.8)     ib dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.8)     ib dist     dist     –     0     –     1

GNN selection among GNNRank-P methods for the lowest $\mathcal{L}_\text{upset, naive}$.

Data      Variant      train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient     baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Finance     ib proximal baseline     proximal baseline     SerialRank similarity     0     SerialRank     1

Animal     ib proximal baseline     proximal baseline     innerproduct     1     SyncRank     0

Faculty: Business     ib proximal baseline     proximal baseline     innerproduct     0     SyncRank     1

Faculty: CS     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Faculty: History     DIMPA proximal dist     dist     –     1     –     1

Basketball(1985)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1986)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1987)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1988)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1989)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(1990)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1991)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1992)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1993)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball(1994)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(1995)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(1996)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball(1997)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1998)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     0

Basketball(1999)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2000)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2001)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2002)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2003)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2004)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2005)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2006)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2007)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2008)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2009)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2010)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2011)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2012)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2013)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2014)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(1985)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1986)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1987)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball finer(1988)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(1989)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1990)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1991)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1992)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1993)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(1994)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1995)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball finer(1996)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(1997)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball finer(1998)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball finer(1999)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2000)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2001)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2002)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(2003)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2004)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     1

Basketball finer(2005)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(2006)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2007)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Basketball finer(2008)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2009)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2010)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2011)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball finer(2012)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

Basketball finer(2013)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball finer(2014)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     1

Football(2009)     ib proximal baseline     dist     –     0     SpringRank     1

Football(2010)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SVD_NRS     1

Football(2011)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SpringRank     1

Football(2012)     ib proximal baseline     proximal baseline     dist     1     SyncRank     0

Football(2013)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Football(2014)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     1

Football finer(2009)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     1

Football finer(2010)     ib proximal baseline     proximal baseline     dist     1     SVD_NRS     0

Football finer(2011)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     0

Football finer(2012)     ib proximal baseline     proximal baseline     dist     1     SVD_NRS     0

Football finer(2013)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Football finer(2014)     DIMPA proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

ERO(p=0.05, style=uniform,$\eta$=0)     ib proximal baseline     proximal baseline     innerproduct     1     SyncRank     1

ERO(p=0.05, style=gamma,$\eta$=0)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=uniform,$\eta$=0.1)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=gamma,$\eta$=0.1)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=uniform,$\eta$=0.2)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=gamma,$\eta$=0.2)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=uniform,$\eta$=0.3)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=gamma,$\eta$=0.3)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

ERO(p=0.05, style=uniform,$\eta$=0.4)     DIMPA proximal baseline     proximal baseline     innerproduct     1     SyncRank     0

ERO(p=0.05, style=gamma,$\eta$=0.4)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

ERO(p=0.05, style=uniform,$\eta$=0.5)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

ERO(p=0.05, style=gamma,$\eta$=0.5)     ib proximal innerproduct     innerproduct     –     1     –     1

ERO(p=0.05, style=uniform,$\eta$=0.6)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

ERO(p=0.05, style=gamma,$\eta$=0.6)     ib proximal dist     innerproduct     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.7)     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     0

ERO(p=0.05, style=gamma,$\eta$=0.7)     ib proximal innerproduct     innerproduct     –     0     –     1

ERO(p=0.05, style=uniform,$\eta$=0.8)     ib proximal dist     proximal baseline     dist     1     SpringRank     1

ERO(p=0.05, style=gamma,$\eta$=0.8)     ib proximal innerproduct     innerproduct     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0)     ib proximal baseline     proximal baseline     innerproduct     1     SerialRank     0

ERO(p=1, style=gamma,$\eta$=0)     ib proximal baseline     proximal baseline     dist     0     SerialRank     1

ERO(p=1, style=uniform,$\eta$=0.1)     ib proximal baseline     proximal baseline     innerproduct     0     SerialRank     1

ERO(p=1, style=gamma,$\eta$=0.1)     ib proximal baseline     proximal baseline     innerproduct     0     SerialRank     1

ERO(p=1, style=uniform,$\eta$=0.2)     ib proximal baseline     proximal baseline     innerproduct     0     SerialRank     1

ERO(p=1, style=gamma,$\eta$=0.2)     ib proximal baseline     proximal baseline     innerproduct     1     SerialRank     0

ERO(p=1, style=uniform,$\eta$=0.3)     ib proximal baseline     proximal baseline     innerproduct     0     SerialRank     1

ERO(p=1, style=gamma,$\eta$=0.3)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SerialRank     0

ERO(p=1, style=uniform,$\eta$=0.4)     ib proximal baseline     proximal baseline     innerproduct     1     SerialRank     0

ERO(p=1, style=gamma,$\eta$=0.4)     ib proximal baseline     proximal baseline     innerproduct     0     SerialRank     1

ERO(p=1, style=uniform,$\eta$=0.5)     ib proximal dist     innerproduct     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.5)     ib proximal dist     dist     –     1     –     1

ERO(p=1, style=uniform,$\eta$=0.6)     ib proximal dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.6)     ib proximal dist     dist     –     1     –     0

ERO(p=1, style=uniform,$\eta$=0.7)     ib proximal dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.7)     ib proximal dist     dist     –     0     –     1

ERO(p=1, style=uniform,$\eta$=0.8)     ib proximal dist     dist     –     0     –     1

ERO(p=1, style=gamma,$\eta$=0.8)     ib proximal dist     dist     –     0     –     1

GNN selection among GNNRank-N methods for the lowest $\mathcal{L}_\text{upset, ratio}$.

Data      Variant    train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient       baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     DIMPA dist     dist     –     0     –     1

Finance     DIMPA innerproduct     innerproduct     –     0     –     1

Animal     DIMPA dist     dist     –     0     –     1

Faculty: Business     DIMPA innerproduct     innerproduct     –     0     –     1

Faculty: CS     DIMPA dist     dist     –     0     –     1

Faculty: History     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1985)     DIMPA dist     dist     –     0     –     1

Basketball(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1987)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1988)     DIMPA dist     dist     –     0     –     1

Basketball(1989)     DIMPA dist     dist     –     0     –     1

Basketball(1990)     DIMPA dist     dist     –     0     –     1

Basketball(1991)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1992)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1993)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1994)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1996)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1997)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1998)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(1999)     DIMPA dist     dist     –     0     –     1

Basketball(2000)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2001)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2002)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2003)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2004)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2005)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2006)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2007)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2008)     DIMPA dist     dist     –     0     –     1

Basketball(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2010)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2011)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2012)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball(2013)     DIMPA dist     dist     –     0     –     1

Basketball(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1985)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1986)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1987)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1988)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1989)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1990)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1991)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1992)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1993)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1994)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1995)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1996)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1997)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1998)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(1999)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2000)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2001)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2002)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2003)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2004)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2005)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2006)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2007)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2008)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2009)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2010)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2011)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2012)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Basketball finer(2014)     DIMPA innerproduct     innerproduct     –     0     –     1

Football(2009)     DIMPA dist     dist     –     1     –     1

Football(2010)     DIMPA dist     dist     –     1     –     1

Football(2011)     DIMPA dist     dist     –     1     –     1

Football(2012)     DIMPA dist     dist     –     1     –     1

Football(2013)     DIMPA dist     dist     –     1     –     1

Football(2014)     DIMPA dist     dist     –     1     –     1

Football finer(2009)     DIMPA dist     dist     –     1     –     1

Football finer(2010)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2011)     DIMPA dist     dist     –     1     –     1

Football finer(2012)     DIMPA dist     dist     –     1     –     1

Football finer(2013)     DIMPA innerproduct     innerproduct     –     0     –     1

Football finer(2014)     DIMPA dist     dist     –     1     –     1

GNN selection among GNNRank-P methods for the lowest $\mathcal{L}_\text{upset, ratio}$.

Data      Variant     learning rate     train with     pretrain with     $\mathcal{L}_\text{upset,margin}$ coefficient     baseline   $\mathcal{L}_\text{upset,ratio}$ coefficient

HeadToHead     DIMPA proximal baseline     proximal baseline     dist     1     SyncRank     1

Finance     DIMPA proximal baseline     proximal innerproduct     dist     1     SpringRank     1

Animal     ib proximal baseline     proximal baseline     SerialRank similarity     0     SpringRank     1

Faculty: Business     DIMPA proximal dist     proximal baseline     SerialRank similarity     0     SerialRank     1

Faculty: CS     DIMPA proximal baseline     proximal baseline     dist     1     PageRank     0

Faculty: History     DIMPA proximal baseline     proximal baseline     dist     1     BTL     0

Basketball(1985)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1986)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1987)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1988)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(1989)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1990)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(1991)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1992)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SVD_NRS     0

Basketball(1993)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(1994)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1995)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1996)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1997)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(1998)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(1999)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2000)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2001)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2002)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2003)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2004)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2005)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2006)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2007)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     0

Basketball(2008)     ib proximal baseline     proximal baseline     dist     0     SyncRank     1

Basketball(2009)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2010)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2011)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2012)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Basketball(2013)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball(2014)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Basketball finer(1985)     ib proximal baseline     dist     –     0     SpringRank     1

Basketball finer(1986)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1987)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1988)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1989)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1990)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1991)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(1992)     ib proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1993)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1994)     ib proximal baseline     dist     –     1     SpringRank     0

Basketball finer(1995)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1996)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(1997)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(1998)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(1999)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(2000)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(2001)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(2002)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2003)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2004)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2005)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2006)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2007)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2008)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2009)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2010)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2011)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2012)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Basketball finer(2013)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Basketball finer(2014)     DIMPA proximal baseline     innerproduct     –     0     SpringRank     1

Football(2009)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Football(2010)     DIMPA proximal baseline     proximal innerproduct     dist     1     SpringRank     1

Football(2011)     ib proximal baseline     proximal baseline     dist     1     SyncRank     0

Football(2012)     ib proximal baseline     proximal baseline     SerialRank similarity     1     SyncRank     1

Football(2013)     ib proximal baseline     proximal baseline     SerialRank similarity     0     SyncRank     1

Football(2014)     ib proximal baseline     proximal baseline     dist     1     SyncRank     0

Football finer(2009)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Football finer(2010)     DIMPA proximal baseline     dist     –     1     SpringRank     1

Football finer(2011)     DIMPA proximal baseline     proximal innerproduct     dist     1     SpringRank     1

Football finer(2012)     DIMPA proximal baseline     proximal innerproduct     dist     0     SpringRank     1

Football finer(2013)     DIMPA proximal baseline     proximal innerproduct     dist     0     SpringRank     1

Football finer(2014)     DIMPA proximal dist     dist     –     1     –     1