Image de couverture de livre

Applied Statistical Learning With Case Studies in Stata /

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...

Description complète

Enregistré dans:
Détails bibliographiques
Auteur principal: Schonlau, Matthias (Auteur)
Collectivité auteur: SpringerLink (Online service)
Format: Électronique eBook
Langue:anglais
Publié: Cham : Springer International Publishing : Imprint: Springer, 2023.
Édition:1st ed. 2023.
Collection:Statistics and Computing,
Sujets:
Machine learning.
Social sciences > Statistical methods.
Statistics .
Statistics > Computer programs.
Quantitative research.
Statistical Learning.
Machine Learning.
Statistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy.
Statistics in Business, Management, Economics, Finance, Insurance.
Statistical Software.
Data Analysis and Big Data.
Accès en ligne:https://doi.org/10.1007/978-3-031-33390-3
Tags: Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
Table des matières:
  • 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.

Documents similaires