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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

Previous work on fantasy basketball has established methods for optimizing team construction for head-to-head formats. This has been facilitated by the straightforwardness of calculating the objective function for those formats, given that…

统计方法学 · 统计学 2025-01-03 Zach Rosenof

Although basketball is a dualistic sport, with all players competing on both offense and defense, almost all of the sport's conventional metrics are designed to summarize offensive play. As a result, player valuations are largely based on…

应用统计 · 统计学 2015-05-29 Alexander Franks , Andrew Miller , Luke Bornn , Kirk Goldsberry

In recent years, analytics has started to revolutionize the game of basketball: quantitative analyses of the game inform team strategy, management of player health and fitness, and how teams draft, sign, and trade players. In this review,…

应用统计 · 统计学 2020-07-22 Zachary Terner , Alexander Franks

Online fantasy cricket has emerged as large-scale competitive systems in which participants construct virtual teams and compete based on real-world player performances. This massive growth has been accompanied by important questions about…

计算机科学与博弈论 · 计算机科学 2025-12-30 Sarthak Sarkar , Supratim Das , Purushottam Saha , Diganta Mukherjee , Tridib Mukherjee

Determining the value of basketball players through analyzing the players' behavior is important for the managers of modern basketball teams. However, conventional methods always utilize isolated statistical data, leading to ineffective and…

社会与信息网络 · 计算机科学 2021-01-01 Xin Du , Weihong Cai , Jianquan Liu , Ding Yu , Kai Xu , Wei Li

We develop a machine learning approach to represent and analyze the underlying spatial structure that governs shot selection among professional basketball players in the NBA. Typically, NBA players are discussed and compared in an…

机器学习 · 统计学 2014-01-09 Andrew Miller , Luke Bornn , Ryan Adams , Kirk Goldsberry

In applied game theory the motivation of players is a key element. It is encoded in the payoffs of the game form and often based on utility functions. But there are cases were formal descriptions in the form of a utility function do not…

计算机科学与博弈论 · 计算机科学 2015-06-04 Jules Hedges , Paulo Oliva , Evguenia Sprits , Viktor Winschel , Philipp Zahn

With an exploding global market and the recent introduction of online cash prize tournaments, fantasy sports contests are quickly becoming a central part of the social gaming and sports industries. For sports fans and online media…

数据结构与算法 · 计算机科学 2016-11-07 Christopher Musco , Maxim Sviridenko , Justin Thaler

For professional basketball, finding valuable and suitable players is the key to building a winning team. To deal with such challenges, basketball managers, scouts and coaches are increasingly turning to analytics. Objective evaluation of…

应用统计 · 统计学 2016-07-26 Lu Xin , Mu Zhu , Hugh Chipman

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

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 burgeoning growth of the esports and multiplayer online gaming community has highlighted the critical importance of evaluating the Most Valuable Player (MVP). The establishment of an explainable and practical MVP evaluation method is…

计算机科学与博弈论 · 计算机科学 2026-05-29 Haifeng Sun , Yu Xiong , Runze Wu , Kai Wang , Lan Zhang , Changjie Fan , Shaojie Tang , Xiang-Yang Li

Understanding player shooting profiles is an essential part of basketball analysis: knowing where certain opposing players like to shoot from can help coaches neutralize offensive gameplans from their opponents; understanding where their…

机器学习 · 计算机科学 2023-03-20 Alejandro Rodriguez Pascual , Ishan Mehta , Muhammad Khan , Frank Rodriz , Rose Yu

We consider the problem of selecting a portfolio of entries of fixed cardinality for contests with top-heavy payoff structures, i.e. most of the winnings go to the top-ranked entries. This framework is general and can be used to model a…

其他统计学 · 统计学 2019-01-24 David Scott Hunter , Juan Pablo Vielma , Tauhid Zaman

Potential game is an emerging notion and framework for studying N-player games, especially with heterogeneous players. In this paper, we build an analytical framework for dynamic potential games. We prove that a game is a dynamic potential…

最优化与控制 · 数学 2024-09-09 Xin Guo , Yufei Zhang

Many real-world games contain parameters which can affect payoffs, action spaces, and information states. For fixed values of the parameters, the game can be solved using standard algorithms. However, in many settings agents must act…

计算机科学与博弈论 · 计算机科学 2026-03-26 Sam Ganzfried

In fantasy sports, strategic thinking-not mere luck-often defines who wins and who falls short. As fantasy cricket grows in popularity across India, understanding whether success stems from skill or chance has become both an analytical and…

应用统计 · 统计学 2025-12-23 Supratim Das , Sarthak Sarkar , Subhamoy Maitra , Tridib Mukherjee

In the sports of soccer, hockey and basketball the most commonly used statistics for player performance assessment are divided into two categories: offensive statistics and defensive statistics. However, qualitative assessments of…

应用统计 · 统计学 2017-04-04 Shael Brown

It is common to be interested in rankings or order relationships among entities. In complex settings where one does not directly measure a univariate statistic upon which to base ranks, such inferences typically rely on statistical models…

统计方法学 · 统计学 2022-04-12 Andres F. Barrientos , Deborshee Sen , Garritt L Page , David B Dunson
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