Applied Statistical Learning: With Case Studies in Stata

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· 제목 : Applied Statistical Learning: With Case Studies in Stata (Hardcover, 2023)
· 분류 : 외국도서 > 컴퓨터 > 수학/통계 소프트웨어
· ISBN : 9783031333897
· 쪽수 : 320쪽
· 출판일 : 2023-08-03

Preface.- 1 Prologue.- 2 Statistical Learning: Concepts.- 3 Statistical Learning: Practical Aspects.- 4 Logistic Regression.- 5 Lasso and Friends.- 6 Working with Text Data.- 7 Nearest Neighbors.- 8 The Naive Bayes Classifier.- 9 Trees.- 10 Random Forests.- 11 Boosting.- 12 Support Vector Machines.- 13 Feature Engineering.- 14 Neural Networks.- 15 Stacking.- Index.