International Journal of Applied Pattern Recognition · 2013 · 137 citations · 11 references
BusinessDecision SciencesForecastingPerformance MeasurementPredictive AnalyticsEnsemble MethodsForecast EvaluationOutranking MethodsPerformance ScoreRanking ProblemsTeam PerformanceCompetitive GamesPlayer Rating AccuracyPlayer Rating SystemsPredictive PerformancePredictive Performance EvaluationRanking EvaluationRanking MetricsRating Prediction Accuracy
We provide an overview and comparison of predictive capabilities of several methods for ranking association football teams. The main benchmark used is the official FIFA ranking for national teams. The ranking points of teams are turned into predictions that are next evaluated based on their accuracy. This enables us to determine which ranking method is more accurate. The best performing algorithm is a version of the famous Elo rating system that originates from chess player ratings, but several other methods (and method versions) provide better predictive performance than the official ranking method. Being able to predict match outcomes better than the official method might have implications for, e.g., a team’s strategy to schedule friendly games.
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The PageRank Citation Ranking : Bringing Order to the Web
Lawrence M. Page, Sergey Brin, Rajeev Motwani et al. · 1999 · 12.7K citations
A New Status Index Derived from Sociometric Analysis
Leo Katz · Psychometrika · 1953 · 3.9K citations
The Perron–Frobenius Theorem and the Ranking of Football Teams
James P. Keener · SIAM Review · 1993 · 275 citations
Business, Mathematics, Teamwork +13