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Basketball Data Science: With Applications in R

Basketball Data Science: With Applications in R

Authors
Publisher Taylor & Francis Ltd
Year 20/01/2020
Pages 219
Version paperback
Readership level College/higher education
ISBN 9781138600799
Categories Probability & statistics, Sports & outdoor recreation, Basketball
$83.50 (with VAT)
307.00 PLN / €68.46 / £58.81
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Book description

Using data from one season of NBA games, Basketball Data Science: With Applications in R is the perfect book for anyone interested in learning and applying data analytics in basketball. Whether assessing the spatial performance of an NBA player's shots or doing an analysis of the impact of high pressure game situations on the probability of scoring, this book discusses a variety of case studies and hands-on examples using a custom R package. The codes are supplied so readers can reproduce the analyses themselves or create their own. Assuming a basic statistical knowledge, Basketball Data Science with R is suitable for students, technicians, coaches, data analysts and applied researchers. Features: * One of the first books to provide statistical and data mining methods for the growing field of analytics in basketball. * Presents tools for modelling graphs and figures to visualize the data. * Includes real world case studies and examples, such as estimations of scoring probability using the Golden State Warriors as a test case. * Provides the source code and data so readers can do their own analyses on NBA teams and players.

Basketball Data Science: With Applications in R

Table of contents

1. Introduction. 2. Finding Groups in Data. 3. Finding Structures in Data with Machine Learning. 4. Modelling Relationships in Basketball. 5. Concluding Remarks and Future Perspectives.

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