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Competitor rating systems for head-to-head games are typically used to measure playing strength from game outcomes. Ratings computed from these systems are often used to select top competitors for elite events, for pairing players of…

统计方法学 · 统计学 2025-07-14 Mark E. Glickman

The field of quantitative analytics has transformed the world of sports over the last decade. To date, these analytic approaches are statistical at their core, characterizing what is and what was, while using this information to drive…

计算机科学与博弈论 · 计算机科学 2021-10-12 Connor Douglas , Everett Witt , Mia Bendy , Yevgeniy Vorobeychik

The baseball game is often seen as many contests that are performed between individuals. The duel between the pitcher and the batter, for example, is considered the engine that drives the sport. The pitchers use a variety of strategies to…

计算机视觉与模式识别 · 计算机科学 2020-03-10 Nina Wiedemann , Carlos Dietrich , Claudio T. Silva

We investigate multi-round team competitions between two teams, where each team selects one of its players simultaneously in each round and each player can play at most once. The competition defines an extensive-form game with perfect…

计算机科学与博弈论 · 计算机科学 2016-02-25 Kai Jin , Pingzhong Tang , Shiteng Chen

We introduce a compact probabilistic model for two-player and two-team (four-player) squash matches, along with a practical skill-comparison rule derived from point-scoring probabilities. Using recorded shot types and court locations, we…

应用统计 · 统计学 2025-12-03 Prathamesh Anwekar , Kaushal Kirpekar , Mahesh B , Sainath Bitragunta

Identifying combinations of players (that is, lineups) in basketball - and other sports - that perform well when they play together is one of the most important tasks in sports analytics. One of the main challenges associated with this task…

机器学习 · 计算机科学 2026-01-22 Christos Petridis , Konstantinos Pelechrinis

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…

机器学习 · 计算机科学 2022-09-19 Sachin Kumar S , Prithvi HV , C Nandini

Any sports competition needs a timetable, specifying when and where teams meet each other. The recent International Timetabling Competition (ITC2021) on sports timetabling showed that, although it is possible to develop general algorithms,…

Big Data Analytics help team sports' managers in their decisions by processing a number of different kind of data. With the advent of Information Technologies, collecting, processing and storing big amounts of sport data in different form…

应用统计 · 统计学 2018-06-28 Rodolfo Metulini

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 daily fantasy sports, players enter into "contests" where they compete against each other by building teams of athletes that score fantasy points based on what actually occurs in a real-life sports match. For any given sports match,…

信息检索 · 计算机科学 2025-08-21 Madiraju Srilakshmi , Kartavya Kothari , Kamlesh Marathe , Vedavyas Chigurupati , Hitesh Kapoor

Football forecasting models traditionally rate teams on past match results, that is based on the number of goals scored. Goals, however, involve a high element of chance and thus past results often do not reflect the performances of the…

应用统计 · 统计学 2021-01-07 Edward Wheatcroft , Ewelina Sienkiewicz

Cricket, with its intricate strategies and deep history, increasingly captivates a global audience. The Indian Premier League (IPL), epitomizing Twenty20 cricket, showcases talent in a format that lasts just a few hours as opposed to the…

人工智能 · 计算机科学 2024-10-03 Mohit Bhatnagar

Online competitive games have become increasingly popular. To ensure an exciting and competitive environment, these games routinely attempt to match players with similar skill levels. Matching players is often accomplished through a rating…

信息检索 · 计算机科学 2020-08-18 Arman Dehpanah , Muheeb Faizan Ghori , Jonathan Gemmell , Bamshad Mobasher

One of the main goals of online competitive games is increasing player engagement by ensuring fair matches. These games use rating systems for creating balanced match-ups. Rating systems leverage statistical estimation to rate players'…

人工智能 · 计算机科学 2021-06-23 Arman Dehpanah , Muheeb Faizan Ghori , Jonathan Gemmell , Bamshad Mobasher

The assignment of personnel to teams is a fundamental and ubiquitous managerial function, typically involving several objectives and a variety of idiosyncratic practical constraints. Despite the prevalence of this task in practice, the…

最优化与控制 · 数学 2018-04-03 Hoda Atef Yekta , David Bergman , Robert Day

In imperfect information games, the evaluation of a game state not only depends on the observable world but also relies on hidden parts of the environment. As accessing the obstructed information trivialises state evaluations, one approach…

人工智能 · 计算机科学 2024-07-15 Timo Bertram , Johannes Fürnkranz , Martin Müller

In the sport of cricket, the side that wins the toss and has the first choice to bat or bowl can have an unfair or a critical advantage. The issue has been discussed by International Cricket Council committees, as well as several cricket…

计算机科学与博弈论 · 计算机科学 2022-01-14 Haris Aziz

The game of Knockout is a classic playground game played with two basketballs. This paper uses a Markov process to analyze each player's probability of winning the game given their starting position in line and shooting percentages,…

最优化与控制 · 数学 2025-05-23 Andrew Flatz , Michael C. Loper , Lezlie Weyer

In this paper, we model one-day international cricket games as Markov processes, applying forward and inverse Reinforcement Learning (RL) to develop three novel tools for the game. First, we apply Monte-Carlo learning to fit a nonlinear…

机器学习 · 计算机科学 2021-03-09 Manohar Vohra , George S. D. Gordon