Tournament prediction; rank probability score; sport prediction; ensemble predictions; Cell Biology; Developmental Biology; Embryology; Anatomy
Abstract :
[en] We introduce the Tournament Rank Probability Score (TRPS) as a measure to evaluate and compare pre-tournament predictions, where predictions of the full tournament results are required to be available before the tournament begins. The TRPS handles partial ranking of teams, gives credit to predictions that are only slightly wrong, and can be modified with weights to stress the importance of particular features of the tournament prediction. Thus, the Tournament Rank Prediction Score is more flexible than the commonly preferred log loss score for such tasks. In addition, we show how predictions from historic tournaments can be optimally combined into ensemble predictions in order to maximize the TRPS for a new tournament.
Disciplines :
Mathematics Orthopedics, rehabilitation & sports medicine
Author, co-author :
Ekstrom, CT; Section of Biostatistics, Department of Public Health, University of Copenhagen, Denmark
Van Eetvelde, Hans; Department of Applied Mathematics, Computer Science and Statistics, Universiteit Gent, Belgium
LEY, Christophe ; University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Mathematics (DMATH) ; Department of Applied Mathematics, Computer Science and Statistics, Universiteit Gent, Belgium
Brefeld, Ulf; Machine Learning Group, Leuphana University of Lüneburg, Germany