crossrefAnalytics2026-07-03
A Unified Benchmark of Machine Learning and Deep Neural Networks for Tennis Match Prediction
Khem Poudel, Lilly-Sophie Schmidt, Clifford N. Jones, Saroj Baral, Thuan Nhan, Satish Wagle, et al.
Tennis match prediction has been studied extensively, yet the literature offers no controlled comparison of Elo ratings, classical machine learning, and deep neural networks under identical experimental conditions, leaving practitioners without clear guidance on model selection.…