Valuing On-the-Ball Actions in Soccer: A Critical Comparison of xT and VAEP M Van Roy, P Robberechts, T Decroos, J Davis Proceedings of the AAAI-20 Workshop on Artifical Intelligence in Team Sports …, 2020 | 37 | 2020 |
Leaving goals on the pitch: Evaluating decision making in soccer M Van Roy, P Robberechts, WC Yang, L De Raedt, J Davis arXiv preprint arXiv:2104.03252, 2021 | 26 | 2021 |
SoccerMix: Representing soccer actions with mixture models T Decroos, M Van Roy, J Davis Machine Learning and Knowledge Discovery in Databases. Applied Data Science …, 2021 | 23 | 2021 |
Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned. J Davis, L Bransen, L Devos, W Meert, P Robberechts, J Van Haaren, ... EBeM@ IJCAI, 2022 | 13 | 2022 |
un-xPass: Measuring Soccer Player's Creativity P Robberechts, M Van Roy, J Davis Proceedings of the 29th ACM SIGKDD conference on knowledge discovery and …, 2023 | 11 | 2023 |
A Markov framework for learning and reasoning about strategies in professional soccer M Van Roy, P Robberechts, WC Yang, L De Raedt, J Davis Journal of Artificial Intelligence Research 77, 517-562, 2023 | 10 | 2023 |
Learning a markov model for evaluating soccer decision making M Van Roy, P Robberechts, WC Yang, L De Raedt, J Davis Reinforcement Learning for Real Life (RL4RealLife) Workshop at ICML 2021, 2021 | 10 | 2021 |
Analyzing learned markov decision processes using model checking for providing tactical advice in professional soccer M Van Roy, WC Yang, L De Raedt, J Davis AI for Sports Analytics (AISA) Workshop at IJCAI 2021, 2021 | 6 | 2021 |
Optimally Disrupting Opponent Build-ups M Van Roy, P Robberechts, J Davis Proceedings of the 2021 StatsBomb Conference, London, UK, 1-16, 2021 | 5 | 2021 |
Looking beyond the past: Analyzing the intrinsic playing style of soccer teams J Clijmans, M Van Roy, J Davis Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022 | 4 | 2022 |
Methodology and evaluation in sports analytics: challenges, approaches, and lessons learned J Davis, L Bransen, L Devos, A Jaspers, W Meert, P Robberechts, ... Machine Learning 113 (9), 6977-7010, 2024 | 2 | 2024 |
DataDebugging: Enhancing trust in soccer action-value models by contextualization M Van Roy, J Davis World Congress of Performance Analysis of Sport & International Conference …, 2022 | 1 | 2022 |
Boot It: A Pragmatic Alternative To Build Up Play L Cascioli, M Goldsmith, L Stradiotti, M Van Roy, P Robberechts, ... Proceedings of the 2024 StatsBomb Conference, 2024 | | 2024 |
An Analysis of the Influence of Game Context on Team Playing Style DC Oruç, L Cascioli, L Stradiotti, P Robberechts, J Davis Proceedings of the 2023 StatsBomb Conference, 2023 | | 2023 |
ETSY: A Rule-Based Approach to Event and Tracking Data SYnchronization M Van Roy, L Cascioli, J Davis International Workshop on Machine Learning and Data Mining for Sports …, 2023 | | 2023 |