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The world of competitive Esports and video gaming has seen and continues to experience steady growth in popularity and complexity. Correspondingly, more research on the topic is being published, ranging from social network analyses to the…

机器学习 · 计算机科学 2020-02-18 Alfonso White , Daniela M. Romano

Over the past decade, the technology used by referees in football has improved substantially, enhancing the fairness and accuracy of decisions. This progress has culminated in the implementation of the Video Assistant Referee (VAR), an…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Jan Held , Anthony Cioppa , Silvio Giancola , Abdullah Hamdi , Christel Devue , Bernard Ghanem , Marc Van Droogenbroeck

Video storytelling is essential for sports performance analysis and fan engagement, enabling sports professionals and fans to effectively communicate and interpret the spatial and temporal dynamics of gameplay. Traditional methods rely on…

Player tracking data remains out of reach for many professional football teams as their video feeds are not sufficiently high quality for computer vision technologies to be used. To help bridge this gap, we present a method that can…

计算机视觉与模式识别 · 计算机科学 2023-11-27 Matthew J. Penn , Christl A. Donnelly , Samir Bhatt

One of the most important and challenging problems in football is predicting future player performance when transferred to another club within and between different leagues. In addition to being the most valuable prediction a team makes, it…

机器学习 · 计算机科学 2022-01-28 Daniel Dinsdale , Joe Gallagher

It is not surprise for machine learning models to provide decent prediction accuracy of soccer games outcomes based on various objective metrics. However, the performance is not that decent in terms of predicting difficult and valuable…

机器学习 · 计算机科学 2020-08-05 Liyao Lu , Qiang Lyu

Accurately predicting sports viewership is crucial for optimizing ad sales and revenue forecasting. Social media platforms, such as Reddit, provide a wealth of user-generated content that reflects audience engagement and interest. In this…

机器学习 · 计算机科学 2024-12-16 Anakin Trotter

Machine learning models have become increasingly popular for predicting the results of soccer matches, however, the lack of publicly-available benchmark datasets has made model evaluation challenging. The 2023 Soccer Prediction Challenge…

机器学习 · 计算机科学 2023-09-27 Calvin Yeung , Rory Bunker , Rikuhei Umemoto , Keisuke Fujii

Defensive coverage schemes in the National Football League (NFL) represent complex tactical patterns requiring coordinated assignments among defenders who must react dynamically to the offense's passing concept. This paper presents a…

机器学习 · 计算机科学 2026-03-30 Kevin Song , Evan Diewald , Ornob Siddiquee , Chris Boomhower , Keegan Abdoo , Mike Band , Amy Lee

While several high profile video games have served as testbeds for Deep Reinforcement Learning (DRL), this technique has rarely been employed by the game industry for crafting authentic AI behaviors. Previous research focuses on training…

In all competitions where results are based upon an individual's performance the question of whether the outcome is a consequence of skill or luck arises. We explore this question through an analysis of a large dataset of approximately one…

物理与社会 · 物理学 2021-06-09 Joseph D. O'Brien , James P. Gleeson , David J. P. O'Sullivan

Accurately estimating human skill levels is crucial for designing effective human-AI interactions so that AI can provide appropriate challenges or guidance. In games where AI players have beaten top human professionals, strength estimation…

机器学习 · 计算机科学 2025-05-02 Kyota Kuboki , Tatsuyoshi Ogawa , Chu-Hsuan Hsueh , Shi-Jim Yen , Kokolo Ikeda

The Werewolf game is a social deduction game based on free natural language communication, in which players try to deceive others in order to survive. An important feature of this game is that a large portion of the conversations are false…

人工智能 · 计算机科学 2023-02-22 Hisaichi Shibata , Soichiro Miki , Yuta Nakamura

Understanding sports is crucial for the advancement of Natural Language Processing (NLP) due to its intricate and dynamic nature. Reasoning over complex sports scenarios has posed significant challenges to current NLP technologies which…

计算与语言 · 计算机科学 2024-06-24 Zhengbang Yang , Haotian Xia , Jingxi Li , Zezhi Chen , Zhuangdi Zhu , Weining Shen

Fantasy basketball has a rich underlying mathematical structure which makes optimal drafting strategy unclear. A central issue for category leagues is how to aggregate a player's statistics from all categories into a single number…

统计方法学 · 统计学 2024-09-10 Zach Rosenof

In this work, we extended a stochastic model for football leagues based on the team's potential [R. da Silva et al. Comput. Phys. Commun. \textbf{184} 661--670 (2013)] for making predictions instead of only performing a successful…

物理与社会 · 物理学 2022-06-08 Eduardo V. Stock , Roberto da Silva , Henrique A. Fernandes

The performance of football players in English Premier League varies largely from season to season and for different teams. It is evident that a method capable of forecasting and analyzing the future of these players on-field antics shall…

计算机与社会 · 计算机科学 2019-10-01 Akhil Gupta

American football is an increasingly popular sport, with a growing audience in many countries in the world. The most watched American football league in the world is the United States' National Football League (NFL), where every offensive…

机器学习 · 统计学 2021-09-17 Gustavo Pompeu da Silva , Rafael de Andrade Moral

Soccer is a sparse rewarding game: any smart or careless action in critical situations can change the result of the match. Therefore players, coaches, and scouts are all curious about the best action to be performed in critical situations,…

机器学习 · 计算机科学 2021-09-15 Pegah Rahimian , Afshin Oroojlooy , Laszlo Toka

A team of association football players may be envisioned as a directed network with player nodes and weighted pass edges. Such a simplistic representation of an otherwise complex structure yields several benefits, but also permits the…

社会与信息网络 · 计算机科学 2021-08-12 Vid Stropnik , Vuk Đuranović , Maruša Oražem