The use of machine learning in sport outcome prediction: A review
The increase in the volume of structured and unstructured data related to more than just
sport events leads to the development and increased use of techniques that extract …
sport events leads to the development and increased use of techniques that extract …
A goal scoring probability model for shots based on synchronized positional and event data in football (soccer)
G Anzer, P Bauer - Frontiers in sports and active living, 2021 - frontiersin.org
Due to the low scoring nature of football (soccer), shots are often used as a proxy to evaluate
team and player performances. However, not all shots are created equally and their quality …
team and player performances. However, not all shots are created equally and their quality …
Characterising game styles in the English Premier League using the “moments of play” framework
The aim of the current study was to identify different playing styles within 2015–16 English
Premier League season. Game-related variables were allocated to the “moments of play” …
Premier League season. Game-related variables were allocated to the “moments of play” …
Exploring the long short-term dependencies to infer shot influence in badminton matches
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 …
badminton matches. While there are several studies that have quantified player performance …
The collection, analysis and exploitation of footballer attributes: A systematic review
There is growing on-going research into how footballer attributes, collected prior to, during
and post-match, may address the demands of clubs, media pundits and gaming developers …
and post-match, may address the demands of clubs, media pundits and gaming developers …
Prediction of football match results with Machine Learning
F Rodrigues, Â Pinto - Procedia Computer Science, 2022 - Elsevier
Football is one of the most popular sports in the world, so the perception of the game and the
prediction of results is of general interest to fans, coaches, media and gamblers. Although …
prediction of results is of general interest to fans, coaches, media and gamblers. Although …
How is the stroke? inferring shot influence in badminton matches via long short-term dependencies
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 …
badminton matches. While there are several studies that have quantified player performance …
The origins of goals in the German Bundesliga
We propose to analyse the origin of goals in professional football (soccer) in a purely data-
driven approach. Based on positional and event data of 3,457 goals from two seasons …
driven approach. Based on positional and event data of 3,457 goals from two seasons …
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 …
ReLiable: Offline Reinforcement Learning for Tactical Strategies in Professional Basketball Games
Professional basketball provides an intriguing example of a dynamic spatio-temporal game
that incorporates both hidden strategy policies and situational decision making. During a …
that incorporates both hidden strategy policies and situational decision making. During a …