BOOKS - Analyzing Baseball Data with R, 3rd Edition
Analyzing Baseball Data with R, 3rd Edition - Jim Albert, Benjamin S. Baumer, Max Marchi 2025 PDF CRC Press BOOKS
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Analyzing Baseball Data with R, 3rd Edition
Author: Jim Albert, Benjamin S. Baumer, Max Marchi
Year: 2025
Format: PDF
File size: 33.3 MB
Language: ENG



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Book Description: 'Analyzing Baseball Data with R 3rd Edition' is a comprehensive guide to using R to analyze baseball data. The book covers the basics of R programming, data manipulation, visualization, statistical analysis, and modeling techniques to help readers gain insights from baseball data. It provides practical examples and exercises throughout the book to help readers apply their newfound skills to real-world datasets. The book begins by introducing the fundamentals of R programming and data manipulation before diving into more advanced topics such as statistical modeling and data visualization. Readers will learn how to import and clean data, perform basic statistical analyses, create visualizations, and build models to better understand player and team performance. The book also covers advanced topics such as time series analysis, spatial analysis, and machine learning techniques to help readers take their analysis to the next level. With the rise of advanced analytics in baseball, this book provides readers with the tools they need to stay competitive in the industry. The book is written for anyone interested in analyzing baseball data, from beginner R users to experienced analysts looking to expand their skillset. The authors provide clear explanations and examples to make the material accessible to readers with varying levels of experience.
'Analyzing Baseball Data with R 3rd Edition'- всеобъемлющее руководство по использованию R для анализа бейсбольных данных. Книга охватывает основы программирования R, манипуляции с данными, визуализацию, статистический анализ и методы моделирования, чтобы помочь читателям получить представление о бейсбольных данных. Он предоставляет практические примеры и упражнения на протяжении всей книги, чтобы помочь читателям применить свои новообретенные навыки к реальным наборам данных. Книга начинается с введения основ программирования R и манипулирования данными, прежде чем погрузиться в более продвинутые темы, такие как статистическое моделирование и визуализация данных. Читатели узнают, как импортировать и очищать данные, выполнять базовый статистический анализ, создавать визуализации и строить модели для лучшего понимания производительности игроков и команд. Книга также охватывает такие продвинутые темы, как анализ временных рядов, пространственный анализ и методы машинного обучения, чтобы помочь читателям вывести свой анализ на новый уровень. С ростом продвинутой аналитики в бейсболе эта книга предоставляет читателям инструменты, необходимые для сохранения конкурентоспособности в отрасли. Книга написана для всех, кто интересуется анализом бейсбольных данных, от начинающих пользователей R до опытных аналитиков, желающих расширить свой набор навыков. Авторы дают четкие объяснения и примеры, чтобы сделать материал доступным для читателей с различным уровнем опыта.
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