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Sports data has become widely available in the recent past. With the improvement of machine learning techniques, there have been attempts to use sports data to analyze not only the outcome of individual games but also to improve insights…

人工智能 · 计算机科学 2020-07-21 Ashwin Vaswani , Rijul Ganguly , Het Shah , Sharan Ranjit S , Shrey Pandit , Samruddhi Bothara

Many sports leagues are played in a tightly scheduled round-robin format, leaving a limited time window to postpone matches. If the season cannot resume due to an external shock such as the coronavirus pandemic in 2020, the ranking of the…

应用统计 · 统计学 2021-09-10 László Csató

Increased data availability has stimulated the interest in studying sports prediction problems via analytical approaches; in particular, with machine learning and simulation. We characterize several models that have been proposed in the…

其他统计学 · 统计学 2023-07-11 Ignacio Erazo

The COVID-19 pandemic has left its marks in the sports world, forcing the full-stop of all sports-related activities in the first half of 2020. Football leagues were suddenly stopped and each country was hesitating between a relaunch of the…

应用统计 · 统计学 2021-01-27 Hans Van Eetvelde , Lars Magnus Hvattum , Christophe Ley

Professional team sports provide an excellent domain for studying the dynamics of social competitions. These games are constructed with simple, well-defined rules and payoffs that admit a high-dimensional set of possible actions and…

数据分析、统计与概率 · 物理学 2016-06-17 Leto Peel , Aaron Clauset

Scheduling a sports tournament is a complex optimization problem, which requires a large number of hard constraints to satisfy. Despite the availability of several such constraints in the literature, there remains a gap since most of the…

Predicting the outcomes of professional basketball games, particularly in the National Basketball Association (NBA), has become increasingly important for coaching strategy, fan engagement, and sports betting. However, many existing…

机器学习 · 计算机科学 2025-12-10 Charles Rios , Longzhen Han , Almas Baimagambetov , Nikolaos Polatidis

In the National Basketball Association (NBA), teams must make choices about which players to acquire, how much to pay them, and other decisions that are fundamentally dependent on player effectiveness. Thus, there is great interest in…

应用统计 · 统计学 2013-01-17 Dapo Omidiran

Predicting the outcome of sports events is a hard task. We quantify this difficulty with a coefficient that measures the distance between the observed final results of sports leagues and idealized perfectly balanced competitions in terms of…

机器学习 · 计算机科学 2017-11-27 Raquel YS Aoki , Renato M Assuncao , Pedro OS Vaz de Melo

Sports leagues consist of conferences subdivided into divisions. Teams play a number of games within their divisions and fewer games against teams in different divisions and conferences. Usually, a league structure remains stable from one…

应用统计 · 统计学 2013-02-20 Brian Macdonald , William Pulleyblank

Sports league scheduling is a difficult task in the general case. In this short note, we report two improvements to an existing enumerative search algorithm for a NP-hard sports league scheduling problem known as "prob026" in CSPLib. These…

数据结构与算法 · 计算机科学 2014-10-13 Jean-Philippe Hamiez , Jin-Kao Hao

In wake of the Covid-19 pandemic, 2019-2020 soccer seasons across the world were postponed and eventually made up during the summer months of 2020. Researchers from a variety of disciplines jumped at the opportunity to compare the…

应用统计 · 统计学 2021-06-01 Luke S. Benz , Michael J. Lopez

In the four major North American professional sports (baseball, basketball, football, and hockey), the primary purpose of the regular season is to determine which teams most deserve to advance to the playoffs. Interestingly, while the…

应用统计 · 统计学 2015-01-29 Julian Wolfson , Joseph S. Koopmeiners

Inefficient markets allow investors to consistently outperform the market. To demonstrate that inefficiencies exist in sports betting markets, we created a betting algorithm that generates above market returns for the NFL, NBA, NCAAF,…

综合经济学 · 经济学 2019-10-24 Sathya Ramesh , Ragib Mostofa , Marco Bornstein , John Dobelman

Sports analytics -- broadly defined as the pursuit of improvement in athletic performance through the analysis of data -- has expanded its footprint both in the professional sports industry and in academia over the past 30 years. In this…

应用统计 · 统计学 2023-01-11 Benjamin S. Baumer , Gregory J. Matthews , Quang Nguyen

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

In this paper, a new continuous scoring system for soccer is proposed, based on the proportion of time that a team is winning, losing or tied. Several simulations are made applying this technique to complete seasons of different leagues. As…

应用统计 · 统计学 2018-03-22 Manuel Cruz , Sandra Ramos , Miguel Pinho

There seems to be an upper limit to predicting the outcome of matches in (semi-)professional sports. Recent work has proposed that this is due to chance and attempts have been made to simulate the distribution of win percentages to identify…

应用统计 · 统计学 2015-08-21 Albrecht Zimmermann

The prevailing belief propagated by NBA league observers is that the workload of the NBA season dramatically influences a player's performance$^{1,2,3,4,5}$. We offer an analysis of cross game player fatigue that calls into question the…

应用统计 · 统计学 2021-12-30 Austin Stephen , Matthew Yep , Grace Fain

Constructing a suitable schedule for sports competitions is a crucial issue in sports scheduling. The round-robin tournament is a competition adopted in many professional sports. For most round-robin tournaments, it is considered…

离散数学 · 计算机科学 2024-11-26 Koichi Fujii , Tomomi Matsui
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