Co opowiadają drzewa o tenisie? Predykcja
wyników spotkań w tenisie ziemnym z wykorzystaniem drzew klasyfikacyjnych
What do trees have got to say about tennis? Prediction of professional
tennis matches outcomes using classification trees
Author(s): Paweł Sroka, Joanna TrzęsiokSubject(s): Economy
Published by: Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu
Keywords: prediction of tennis matches; tennis; discriminatory model; classification trees
Summary/Abstract: The paper presents the classifications of matches outcomes in professional tennis, using Random Forests. The main goal is to build the model with higher prediction accuracy than bookmakers’ model. The original real world data sets are analyzed. The objects in these data sets are the matches, played in 2015 by the players listed in the official ATP and WTA rankings. There are some special variables created based on a metric variable which is a quantitative representation of the match result. The paper presents a novelty use of classification trees in predicting tennis matches outcomes.
Journal: Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu
- Issue Year: 2017
- Issue No: 469
- Page Range: 167-176
- Page Count: 10
- Language: Polish