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A hockey player's plus-minus measures the difference between goals scored by and against that player's team while the player was on the ice. This measures only a marginal effect, failing to account for the influence of the others he is…

应用统计 · 统计学 2016-01-27 Robert B. Gramacy , Matt Taddy , Sen Tian

Pace of play is an important characteristic in hockey as well as other team sports. We provide the first comprehensive study of pace within the sport of hockey, focusing on how teams and players impact pace in different regions of the ice,…

应用统计 · 统计学 2019-02-07 David Yu , Christopher Boucher , Luke Bornn , Mehrsan Javan

We present a regularized logistic regression model for evaluating player contributions in hockey. The traditional metric for this purpose is the plus-minus statistic, which allocates a single unit of credit (for or against) to each player…

应用统计 · 统计学 2013-01-15 Robert B. Gramacy , Matthew A. Taddy , Shane T. Jensen

Passing during power plays in hockey is a crucial component to move one's team closer to scoring a goal. With the use of women's ice hockey event and tracking data from the elimination round games during the 2022 Winter Olympics, we…

应用统计 · 统计学 2022-06-02 Robyn Ritchie , Alon Harell , Phil Shreeves

It is often said that a sign of a great player is that he makes the players around him better. The player may or may not score much himself, but his teammates perform better when he plays. One way a hockey player can improve his or her…

应用统计 · 统计学 2013-07-25 Brian Macdonald , Christopher Weld , David C. Arney

In this paper, we develop a logistic regression model to estimate the probability that a particular shot in an NHL game will result in a goal, and use the results to evaluate the performance of NHL skaters, goalies, and teams. We weight…

应用统计 · 统计学 2012-05-09 Brian Macdonald , Craig Lennon , Rodney Sturdivant

Highlights in a sport video are usually referred as actions that stimulate excitement or attract attention of the audience. A big effort is spent in designing techniques which find automatically highlights, in order to automatize the…

计算机视觉与模式识别 · 计算机科学 2017-10-03 Marco Godi , Paolo Rota , Francesco Setti

In team-based invasion sports such as soccer and basketball, analytics is important for teams to understand their performance and for audiences to understand matches better. The present work focuses on performing visual analytics to…

人工智能 · 计算机科学 2019-07-03 Kun Zhao , Takayuki Osogami , Tetsuro Morimura

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

Tracking and identifying players is a fundamental step in computer vision-based ice hockey analytics. The data generated by tracking is used in many other downstream tasks, such as game event detection and game strategy analysis. Player…

计算机视觉与模式识别 · 计算机科学 2021-12-06 Kanav Vats , Pascale Walters , Mehrnaz Fani , David A. Clausi , John Zelek

Continuous-time assessments of game outcomes in sports have become increasingly common in the last decade. In American football, only discrete-time estimates of play value were possible, since the most advanced public football datasets were…

In many competitive settings, from education to politics, rules do not reward effort evenly, and thresholds (e.g., grade cutoffs or electoral majorities) make some moments disproportionately important. Success thus depends on efficiently…

计算机科学与博弈论 · 计算机科学 2026-01-23 Masatsugu Yoshizawa , Yuta Kawamoto , Daisuke Takeshita

What factors contribute to the success of national teams in the Men's Ice Hockey World Championships and the Men's Ice Hockey World Junior Championships? This study examines whether hosting the tournament provides a home advantage; the…

应用统计 · 统计学 2025-05-27 Vladimír Holý

We propose a statistical framework for quantifying the importance of single events that do not provide intermediate rewards but offer implicit incentives through the reward structure at the end of a multi-event contest. Applying the…

应用统计 · 统计学 2022-07-07 Daniel Goller , Sandro Heiniger

The paper discusses the strategy-proofness of sports tournaments with multiple group stages, where the results of matches already played in the previous round against teams in the same group are carried over. These tournaments, widely used…

物理与社会 · 物理学 2023-02-24 László Csató

Evaluating the overall ability of players in the National Hockey League (NHL) is a difficult task. Existing methods such as the famous "plus/minus" statistic have many shortcomings. Standard linear regression methods work well when player…

应用统计 · 统计学 2013-03-01 A. C. Thomas , Samuel L. Ventura , Shane Jensen , Stephen Ma

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

Assessing the impact of the individual actions performed by soccer players during games is a crucial aspect of the player recruitment process. Unfortunately, most traditional metrics fall short in addressing this task as they either focus…

应用统计 · 统计学 2019-08-01 Tom Decroos , Lotte Bransen , Jan Van Haaren , Jesse Davis

We present a framework that gives a deep insight into the link between physical and technical-tactical aspects of soccer and it allows associating physical performance with value generation thanks to a top-down approach. First, we estimate…

机器学习 · 统计学 2022-04-06 Sergio Llana , Borja Burriel , Pau Madrero , Javier Fernández

Tracking and identifying players is an important problem in computer vision based ice hockey analytics. Player tracking is a challenging problem since the motion of players in hockey is fast-paced and non-linear. There is also significant…

计算机视觉与模式识别 · 计算机科学 2022-05-24 Kanav Vats , Mehrnaz Fani , David A. Clausi , John S. Zelek
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