Analytic Methods in Sports - Thomas A Severini - diskuze

One of the greatest changes in sports analytics in the past 25 years has been the use of mathematical methods to analyze performances, recognize trends and patterns, and predict results. Analytic Methods in Sports: Using Mathematics and Statistics to Understand Data from Baseball, Football, Basketball, and Other Sports, Third Edition, provides a concise, yet thorough, introduction to the analytic and statistical methods that are useful in studying sports. Key Features:New to the third edition is a chapter on applying mathematical and statistical methods to the analysis of daily fantasy sportsCovers numerous statistical procedures for analyzing data based on sports resultsPresents fundamental methods for describing and summarizing dataDescribes aspects of probability theory and basic statistical concepts that are necessary to understand and deal with the randomness inherent in sports dataExplains the statistical reasoning underlying the methodsDiscusses several more advanced methods, including logistic regression models, random forests, regression models with random effects, spline methods, principal components analysis, multidimensional scaling, quantile regression, and moreIllustrates the methods using real data drawn from a wide variety of sportsOffers many of the data sets on the author’s website, enabling you to replicate the analyses or conduct related analysesR code is included for all calculationsExercises are given for each chapter, to enable use for courses
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