Shuttlenet: Position-aware fusion of rally progress and player styles for stroke forecasting in badminton

WY Wang, HH Shuai, KS Chang… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
The increasing demand for analyzing the insights in sports has stimulated a line of
productive studies from a variety of perspectives, eg, health state monitoring, outcome …

Where will players move next? dynamic graphs and hierarchical fusion for movement forecasting in badminton

KS Chang, WY Wang, WC Peng - … of the AAAI Conference on Artificial …, 2023 - ojs.aaai.org
Sports analytics has captured increasing attention since analysis of the various data enables
insights for training strategies, player evaluation, etc. In this paper, we focus on predicting …

How is the stroke? inferring shot influence in badminton matches via long short-term dependencies

WY Wang, TF Chan, WC Peng, HK Yang… - ACM Transactions on …, 2022 - dl.acm.org
Identifying significant shots in a rally is important for evaluating players' performance in
badminton matches. While there are several studies that have quantified player performance …

[PDF][PDF] Benchmarking stroke forecasting with stroke-level badminton dataset

WY Wang, WW Du, WC Peng, TU Ik - arXiv preprint arXiv:2306.15664, 2023 - ijcai.org
In recent years, badminton analytics has drawn attention due to the advancement of artificial
intelligence and the efficiency of data collection. While there is a line of effective applications …

Shuttleset: A human-annotated stroke-level singles dataset for badminton tactical analysis

WY Wang, YC Huang, TU Ik, WC Peng - Proceedings of the 29th ACM …, 2023 - dl.acm.org
With the recent progress in sports analytics, deep learning approaches have demonstrated
the effectiveness of mining insights into players' tactics for improving performance quality …

Deep reinforcement learning in a racket sport for player evaluation with technical and tactical contexts

N Ding, K Takeda, K Fujii - IEEE Access, 2022 - ieeexplore.ieee.org
Evaluating the performance of players in a dynamic competition is vital for achieving
effective sports coaching. However, a quantitative evaluation of players in racket sports is …

A reinforcement learning badminton environment for simulating player tactics (student abstract)

LC Huang, NZ Hsueh, YC Chien, WY Wang… - Proceedings of the …, 2023 - ojs.aaai.org
Recent techniques for analyzing sports precisely has stimulated various approaches to
improve player performance and fan engagement. However, existing approaches are only …

Modeling turn-based sequences for player tactic applications in badminton matches

WY Wang - Proceedings of the 31st ACM International Conference …, 2022 - dl.acm.org
In recent years, a growing body of research has started to explore applying artificial
intelligence to the sports industry due to the availability of data and the advancement of …

Enhancing Badminton Player Performance via a Closed-Loop AI Approach: Imitation, Simulation, Optimization, and Execution

KD Wang - Proceedings of the 32nd ACM International …, 2023 - dl.acm.org
In recent years, the sports industry has witnessed a significant rise in interest in leveraging
artificial intelligence to enhance players' performance. However, the application of deep …

VREN: volleyball rally dataset with expression notation language

H Xia, R Tracy, Y Zhao, E Fraisse… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
This research is intended to accomplish two goals: The first goal is to curate a large and
information rich dataset that contains crucial and succinct summaries on the players' actions …