Applied Statistical Learning

Applied Statistical Learning portes grátis

Applied Statistical Learning

With Case Studies in Stata

Schonlau, Matthias

Springer International Publishing AG

08/2023

332

Dura

Inglês

9783031333897

15 a 20 dias

Descrição não disponível.
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.
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Statistical Learning;Machine Learning;Stata;Applications in the Social Sciences;Case Studies;Text Data;Neural Networks;Trees;Random Forests;Support Vector Machines;Data Science Methods in the Social Sciences;Applied Statistical Learning;Data Science;Data Analytics