Where will players move next? dynamic graphs and hierarchical fusion for movement forecasting in badminton
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 …
insights for training strategies, player evaluation, etc. In this paper, we focus on predicting …
PlayBest: Professional Basketball Player Behavior Synthesis via Planning with Diffusion
Dynamically planning in complex systems has been explored to improve decision-making in
various domains. Professional basketball serves as a compelling example of a dynamic …
various domains. Professional basketball serves as a compelling example of a dynamic …
Shuttleset: A human-annotated stroke-level singles dataset for badminton tactical analysis
With the recent progress in sports analytics, deep learning approaches have demonstrated
the effectiveness of mining insights into players' tactics for improving performance quality …
the effectiveness of mining insights into players' tactics for improving performance quality …
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 …
improve player performance and fan engagement. However, existing approaches are only …
Professional Basketball Player Behavior Synthesis via Planning with Diffusion
Dynamically planning in multi-agent systems has been explored to improve decision-making
in various domains. Professional basketball serves as a compelling example of a dynamic …
in various domains. Professional basketball serves as a compelling example of a dynamic …
Offline Imitation of Badminton Player Behavior via Experiential Contexts and Brownian Motion
In the dynamic and rapid tactic involvements of turn-based sports, badminton stands out as
an intrinsic paradigm that requires alter-dependent decision-making of players. While the …
an intrinsic paradigm that requires alter-dependent decision-making of players. While the …
SACNN: self attention-based convolutional neural network for fraudulent behaviour detection in sports
Doping practices in sports by unscrupulous athletes have been an important societal issue
for several decades. Recently, sample swapping has been raised as a potential practice …
for several decades. Recently, sample swapping has been raised as a potential practice …
The CoachAI Badminton Environment: Bridging the Gap between a Reinforcement Learning Environment and Real-World Badminton Games
Abstract We present the CoachAI Badminton Environment, a reinforcement learning (RL)
environment tailored for AI-driven sports analytics. In contrast to traditional environments …
environment tailored for AI-driven sports analytics. In contrast to traditional environments …
Transformer on Shuttlecock Flying Direction Prediction for Hit-frame Detection
Sports professionals constantly under pressure to perform at the highest level can benefit
from sports analysis, which allows coaches and players to reduce manual efforts and …
from sports analysis, which allows coaches and players to reduce manual efforts and …
Team Badminseok at IJCAI CoachAI Badminton Challenge 2023: Multi-Layer Multi-Input Transformer Network (MuLMINet) with Weighted Loss
The increasing use of artificial intelligence (AI) technology in turn-based sports, such as
badminton, has sparked significant interest in evaluating strategies through the analysis of …
badminton, has sparked significant interest in evaluating strategies through the analysis of …