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Tennis is a popular sport worldwide, boasting millions of fans and numerous national and international tournaments. Like many sports, tennis has benefitted from the popularity of rigorous record-keeping of game and player information, as…

机器学习 · 计算机科学 2019-10-09 Zijian Gao , Amanda Kowalczyk

When facing a heavily-favored opponent, an underdog must be willing to assume greater-than-average risk. In statistical language, one would say that an underdog must be willing to adopt a strategy whose outcome has a larger-than-average…

物理与社会 · 物理学 2011-11-04 Brian Skinner

Venn Prediction (VP) is a new machine learning framework for producing well-calibrated probabilistic predictions. In particular it provides well-calibrated lower and upper bounds for the conditional probability of an example belonging to…

机器学习 · 计算机科学 2023-12-18 Harris Papadopoulos

Performance prediction, the task of estimating a system's performance without performing experiments, allows us to reduce the experimental burden caused by the combinatorial explosion of different datasets, languages, tasks, and models. In…

计算与语言 · 计算机科学 2021-02-11 Zihuiwen Ye , Pengfei Liu , Jinlan Fu , Graham Neubig

Technology has had an unquestionable impact on the way people watch sports. Along with this technological evolution has come a higher standard to ensure a good viewing experience for the casual sports fan. It can be argued that the…

应用统计 · 统计学 2011-10-12 Gagan Sidhu

Women's football is gaining supporters and practitioners worldwide, raising questions about what the differences are with men's football. While the two sports are often compared based on the players' physical attributes, we analyze the…

应用统计 · 统计学 2021-09-15 Luca Pappalardo , Alessio Rossi , Giuseppe Pontillo , Michela Natilli , Paolo Cintia

Understanding football tactics is crucial for managers and analysts. Previous research has proposed models based on spatial and kinematic equations, but these are computationally expensive. Also, Reinforcement learning approaches use player…

人工智能 · 计算机科学 2025-06-23 Kenjiro Ide , Taiga Someya , Kohei Kawaguchi , Keisuke Fujii

Frames Per Second (FPS) significantly affects the gaming experience. Providing players with accurate FPS estimates prior to purchase benefits both players and game developers. However, we have a limited understanding of how to predict a…

人机交互 · 计算机科学 2025-02-27 Zhongyang Zhang , Jinhe Wen , Zixi Chen , Dara Arbab , Sruti Sahani , Kent Giard , Bijan Arbab , Haojian Jin , Tauhidur Rahman

Tackling is a fundamental defensive move in American football, with the main purpose of stopping the forward motion of the ball-carrier. However, current tackling metrics are manually recorded outcomes that are inherently flawed due to…

应用统计 · 统计学 2025-01-08 Quang Nguyen , Ruitong Jiang , Meg Ellingwood , Ronald Yurko

This paper considers the challenge of designing football group draw mechanisms which have the uniform distribution over all valid draw assignments, but are also entertaining, practical, and transparent. We explain how to simulate the FIFA…

应用统计 · 统计学 2023-01-26 Gareth O. Roberts , Jeffrey S. Rosenthal

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

In this work we study the ranking algorithm used by F\'ed\'eration Internationale de Football Association (FIFA); we analyze the parameters it currently uses, show the formal probabilistic model from which it can be derived, and optimize…

信息检索 · 计算机科学 2022-01-04 Leszek Szczecinski , Iris-Ioana Roatis

This paper explores the significant history of professional football and the betting industry, tracing its evolution from clandestine beginnings to a lucrative multi-million-pound enterprise. Initiated by the legalization of gambling in…

机器学习 · 计算机科学 2024-03-26 Purnachandra Mandadapu

This paper has several major purposes. The central purpose is to describe the "Benford analysis" of a positive random variable and to summarize some results from investigations into base dependence of Benford random variables. The principal…

其他统计学 · 统计学 2020-12-03 Frank Benford

Market valuations for professional athletes is a difficult problem, given the amount of variability in performance and location from year to year. In the National Basketball Association (NBA), a straightforward way to address this problem…

机器学习 · 计算机科学 2026-03-09 Junhao Su , David Grimsman , Christopher Archibald

This paper presents a new framework for player valuation in European football, by fusing principles from financial mathematics and network theory. The valuation model leverages a "passing matrix" to encapsulate player interactions on the…

物理与社会 · 物理学 2024-10-11 Albert Cohen , Jimmy Risk

Sports broadcasters inject drama into play-by-play commentary by building team and player narratives through subjective analyses and anecdotes. Prior studies based on small datasets and manual coding show that such theatrics evince…

计算与语言 · 计算机科学 2019-10-22 Jack Merullo , Luke Yeh , Abram Handler , Alvin Grissom , Brendan O'Connor , Mohit Iyyer

Fourier methods have a long and proven track record as an excellent tool in data processing. As memory and computational constraints gain importance in embedded and mobile applications, we propose to combine Fourier methods and recurrent…

机器学习 · 计算机科学 2020-08-17 Moritz Wolter , Juergen Gall , Angela Yao

Traditional NBA player evaluation metrics are based on scoring differential or some pace-adjusted linear combination of box score statistics like points, rebounds, assists, etc. These measures treat performances with the outcome of the game…

应用统计 · 统计学 2023-09-21 Sameer K. Deshpande , Shane T. Jensen

Football is a very result-driven industry, with goals being rarer than in most sports, so having further parameters to judge the performance of teams and individuals is key. Expected Goals (xG) allow further insight than just a scoreline.…

机器学习 · 计算机科学 2023-09-04 James H. Hewitt , Oktay Karakuş