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Probabilistic properties of tennis scoring systems are examined and compared with best-of-K systems. A model, where each player has his/her own probability of winning his/her service point and which remains invariant for the duration of the…

Probability · Mathematics 2026-03-04 Edsel A. Pena , Dip Das , Yuexuan Wu

Patterns of wins and losses in pairwise contests, such as occur in sports and games, consumer research and paired comparison studies, and human and animal social hierarchies, are commonly analyzed using probabilistic models that allow one…

Physics and Society · Physics 2025-11-03 Maximilian Jerdee , M. E. J. Newman

Sports analysis has gained paramount importance for coaches, scouts, and fans. Recently, computer vision researchers have taken on the challenge of collecting the necessary data by proposing several methods of automatic player and ball…

Computer Vision and Pattern Recognition · Computer Science 2022-04-11 Pegah Rahimian , Laszlo Toka

Electronic sports (esports) and research on this emerging field are interdisciplinary in nature. By extension, it is essential to understand how to standardize and structure training with the help of existing tools developed by years of…

Human-Computer Interaction · Computer Science 2024-10-10 Andrzej Białecki , Bartłomiej Michalak , Jan Gajewski

Sports analysis requires processing large amounts of data, which is time-consuming and costly. Advancements in neural networks have significantly alleviated this burden, enabling highly accurate ball tracking in sports broadcasts. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-26 Thomas Gossard , Andreas Ziegler , Andreas Zell

The application of Data Science and Analytics to optimize or predict outcomes is Ubiquitous in the Modern World. Data Science and Analytics have optimized almost every domain that exists in the market. In our survey, we focus on how the…

Machine Learning · Computer Science 2022-09-19 Sachin Kumar S , Prithvi HV , C Nandini

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…

Computation and Language · Computer Science 2024-06-24 Zhengbang Yang , Haotian Xia , Jingxi Li , Zezhi Chen , Zhuangdi Zhu , Weining Shen

Feedback between training and competition should be considered in athletic training.The aim of the study was contemporary coaching tendencies in women s and men s judo with particular focus on a biomechanical classification of throws and…

Popular Physics · Physics 2013-08-06 Stanislav Sterkowicz , Attilio Sacripanti , Katarina Sterkowicz_Przybycien

This paper discusses match result prediction ability of ATP ranking points, which is official ranking points for men's professional tennis players. The structure of overall ATP World Tour and the ranking point attribution system leads that…

Applications · Statistics 2017-05-18 Eiji Konaka

This paper explores a novel way for analyzing the tournament structures to find a best suitable one for the tournament under consideration. It concerns about three aspects such as tournament conducting cost, competitiveness development and…

Artificial Intelligence · Computer Science 2016-11-28 Nhien Pham Hoang Bao , Hiroyuki Iida

This paper represents an analysis on the momentum of tennis match. And due to Generalization performance of it, it can be helpful in constructing a system to predict the result of sports game and analyze the performance of player based on…

Machine Learning · Computer Science 2024-04-23 Jingdi Lei , Tianqi Kang , Yuluan Cao , Shiwei Ren

A match cut is a transition between a pair of shots that uses similar framing, composition, or action to fluidly bring the viewer from one scene to the next. Match cuts are frequently used in film, television, and advertising. However,…

Computer Vision and Pattern Recognition · Computer Science 2022-10-13 Boris Chen , Amir Ziai , Rebecca Tucker , Yuchen Xie

Many doctors although they have not firsthand experience of judo, describe it as a sport unsuitable for children. Theoretically speaking falls derived by Judo throwing techniques,could be potentially dangerous,especially for kids,if poorly…

Popular Physics · Physics 2017-06-20 Attilio Sacripanti , Tania De Blasis

Continuous tracking of boxers across multiple training sessions helps quantify traits required for the well-known ten-point-must system. However, continuous tracking of multiple athletes across multiple training sessions remains a…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 A. S. Karthikeyan , Vipul Baghel , Anish Monsley Kirupakaran , John Warburton , Ranganathan Srinivasan , Babji Srinivasan , Ravi Sadananda Hegde

Many works in the domain of artificial intelligence in games focus on board or video games due to the ease of reimplementing their mechanics. Decision-making problems in real-world sports share many similarities to such domains.…

Artificial Intelligence · Computer Science 2024-08-13 Carlo Nübel , Alexander Dockhorn , Sanaz Mostaghim

In this paper we present the first results of a pilot experiment in the capture and interpretation of multimodal signals of human experts engaged in solving challenging chess problems. Our goal is to investigate the extent to which…

Human-Computer Interaction · Computer Science 2017-10-13 Thomas Guntz , Raffaella Balzarini , Dominique Vaufreydaz , James L. Crowley

Over the past two decades, Machine Learning (ML) techniques have been increasingly utilized for the purpose of predicting outcomes in sport. In this paper, we provide a review of studies that have used ML for predicting results in team…

Machine Learning · Computer Science 2022-04-19 Rory Bunker , Teo Susnjak

We use a well known model (T. Vicsek et al. Phys Rev Lett 15, 1226 (1995)) for flocking to test mutual information as a tool for detecting order-disorder transitions, in particular when observations of the system are limited. We show that…

Data Analysis, Statistics and Probability · Physics 2009-11-13 R. T. Wicks , S. C. Chapman , R. O. Dendy

We propose a novel framework for accurate 3D human pose estimation in combat sports using sparse multi-camera setups. Our method integrates robust multi-view 2D pose tracking via a transformer-based top-down approach, employing epipolar…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Hossein Feiz , David Labbé , Thomas Romeas , Jocelyn Faubert , Sheldon Andrews

Automated tennis stroke analysis has advanced significantly with the integration of biomechanical motion cues alongside deep learning techniques, enhancing stroke classification accuracy and player performance evaluation. Despite these…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Arushi Dashore , Aryan Anumala , Emily Hui , Olivia Yang