Applied statistical learning : with case studies in Stata

Applied statistical learning : with case studies in Stata / Matthias Schonlau.

This textbook provides an accessible overview of statistical learning methods and techniques, and includes case studies using the statistical software Stata. After introductory material on statistical learning concepts and practical aspects, each further chapter is devoted to a statistical learning...

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Bibliographic Details
Main Author: Schonlau, Matthias, 1967-
Format: eBook
Language:English
Published: Cham : Springer, 2023.
Series:Statistics and computing.
Subjects:
Stata.
Stata
Machine learning > Statistical methods.
Neural networks (Computer science)
Machine learning > Statistical methods
Aprenentatge automàtic.
Estadística matemàtica.
Xarxes neuronals (Informàtica)
Electronic books.
Llibres electrònics.
Online Access:Click for online access
Table of Contents:
  • 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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