Search Results for author: Calvin C. K. Yeung

Found 2 papers, 2 papers with code

A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game Theory

2 code implementations27 Jul 2023 Calvin C. K. Yeung, Keisuke Fujii

To address this issue, we proposed a novel framework to analyze such scenarios based on game theory, where we estimate the expected payoff with machine learning (ML) models, and additional features for ML models were extracted with a theory-based shot block model.

counterfactual Decision Making +1

Transformer-Based Neural Marked Spatio Temporal Point Process Model for Football Match Events Analysis

1 code implementation18 Feb 2023 Calvin C. K. Yeung, Tony Sit, Keisuke Fujii

However, most sports sequential events modeling methods and performance metrics approaches could be incomprehensive in dealing with such large-scale spatiotemporal data (in particular, temporal process), thereby necessitating a more comprehensive spatiotemporal model and a holistic performance metric.

Point Processes

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