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Standard measures of batting performance such as a batting average and an on-base percentage can be decomposed into component rates such as strikeout rates and home run rates. The likelihood of hitting data for a group of players can be…

应用统计 · 统计学 2015-06-26 Jim Albert

We present an algorithm for learning the intrinsic value of a batted ball in baseball. This work addresses the fundamental problem of separating the value of a batted ball at contact from factors such as the defense, weather, and ballpark…

应用统计 · 统计学 2016-03-02 Glenn Healey

As a baseball game progresses, batters appear to perform better the more times they face a particular pitcher. The apparent drop-off in pitcher performance from one time through the order to the next, known as the Time Through the Order…

应用统计 · 统计学 2023-09-21 Ryan S. Brill , Sameer K. Deshpande , Abraham J. Wyner

The use of statistical modeling in baseball has received substantial attention recently in both the media and academic community. We focus on a relatively under-explored topic: the use of statistical models for the analysis of fielding…

应用统计 · 统计学 2009-08-14 Shane T. Jensen , Kenneth E. Shirley , Abraham J. Wyner

The problem of the mechanical evolution of a shock between a cylindrically symmetric bat and a spherical ball is solved in the strict rigid approximation for arbitrary values of the initial conditions. The friction during the impact is…

经典物理 · 物理学 2011-11-01 Alejandro Cabo , Leon Soler , Carlos Gonzalez

Major League Baseball (MLB) recently limited pitchers to three pickoff attempts, creating a cat-and-mouse game between pitcher and runner. Each failed attempt adds pressure on the pitcher to avoid using another, and the runner can intensify…

最优化与控制 · 数学 2026-01-23 Scott Powers , Sivaramakrishnan Ramani , Jacob Hahn , Andrew J. Schaefer

A new approach in team sports analysis consists in studying positioning and movements of players during the game in relation to team performance. State of the art tracking systems produce spatio-temporal traces of players that have…

应用统计 · 统计学 2017-07-06 Rodolfo Metulini , Marica Manisera , Paola Zuccolotto

Baseball is a game of strategic decisions including bullpen usage, pinch-hitting and intentional walks. Managers must adjust their strategies based on the changing state of the game in order to give their team the best chance of winning. In…

计算机科学与博弈论 · 计算机科学 2025-11-25 Tristan Mott , Caleb Bradshaw , David Grimsman , Christopher Archibald

There is a widespread notion in cricketing world that with increasing pace the performance of a bowler improves. Additionally, many commentators believe lower order batters to be more vulnerable to pace. The present study puts these two…

应用统计 · 统计学 2017-01-18 Akash Malhotra , Shailesh Krishna

Since the advent of high-resolution pitch tracking data (PITCHf/x), many in the sabermetrics community have attempted to quantify a Major League Baseball catcher's ability to "frame" a pitch (i.e. increase the chance that a pitch is called…

应用统计 · 统计学 2023-10-25 Sameer K. Deshpande , Abraham J. Wyner

Runs Batted IN (RBI) records the number of runs a hitter directly drives in during their plate appearances and reflects a batter's ability to convert opportunities into scoring. Because producing runs determines game outcomes, RBI has long…

应用统计 · 统计学 2025-11-26 Wuhuan Deng

In the sport of cricket, variations in a player's batting ability can usually be measured on one of two scales. Short-term changes in ability that are observed during a single innings, and long-term changes that are witnessed between…

应用统计 · 统计学 2019-03-19 Oliver G. Stevenson , Brendon J. Brewer

Ranking sportsmen whose careers took place in different eras is often a contentious issue and the topic of much debate. In this paper we focus on cricket and examine what conclusions may be drawn about the ranking of Test batsmen using data…

应用统计 · 统计学 2018-06-15 Richard J. Boys , Peter M. Philipson

Shot charts in basketball analytics provide an indispensable tool for evaluating players' shooting performance by visually representing the distribution of field goal attempts across different court locations. However, conventional methods…

统计方法学 · 统计学 2025-05-16 Luca Scrucca , Dimitris Karlis

In the sport of cricket, player batting ability is traditionally measured using the batting average. However, the batting average fails to measure both short-term changes in ability that occur during an innings, and long-term changes that…

应用统计 · 统计学 2021-03-25 Oliver George Stevenson , Brendon James Brewer

Cricket, "a Gentleman's Game", is a prominent sport rising worldwide. Due to the rising competitiveness of the sport, players and team management have become more professional with their approach. Prior studies predicted individual…

机器学习 · 计算机科学 2023-02-23 Ahmad Al Asad , Kazi Nishat Anwar , Ilhum Zia Chowdhury , Akif Azam , Tarif Ashraf , Tanvir Rahman

In Major League Baseball, every ballpark is different, with different dimensions and climates. These differences make some ballparks more conducive to hitting home runs than others. Several factors conspire to make estimation of these…

应用统计 · 统计学 2025-06-30 Jason A. Osborne , Richard A. Levine

In baseball, every play on the field is quantitatively evaluated and has an effect on individual and team strategies. The weighted on base average (wOBA) is well known as a measure of an batter's hitting contribution. However, this measure…

人工智能 · 计算机科学 2022-06-07 Hiroshi Nakahara , Kazuya Takeda , Keisuke Fujii

We use multivariate change point analysis methods, to identify not only mean shifts but also changes in variance across a wide array of statistical time series. Our primary objective is to empirically discern distinct eras in the evolution…

应用统计 · 统计学 2024-10-04 Mena CR Whalen , Gregory J Matthews , Brian M Mills

The purpose of this research is to create a machine learning-based smart coaching approach for football that can replace manual analysis with real-time feedback for trainers. In-depth analysis of football player data by humans is…

信号处理 · 电气工程与系统科学 2023-02-08 Rahman Sahinler , Omer Burak Goktas , Berkay Mumcu , Damla Sen , Feyza Kocaturk , Huseyin Uvet