Applied Statistical Learning

Name: Applied Statistical Learning
Brand: Springer, Berlin
SKU: 9783031333897
Price: 123.74 EUR
Availability: InStock

With Case Studies in Stata

Автор: Matthias Schonlau

Език:

Корици: С твърди корици

Издател: Springer, Berlin

Наличност: Външен склад

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123.74 € 242.01 лв

This textbook provides an accessible overview of statistical learning methods and techniques, and in...

Информация за книгата

Автор

Matthias Schonlau

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2023

страници

348

EAN

9783031333897

Enbook ID

43298805

Издател

Springer, Berlin

Теглоt

692

Размери

155 x 235

Пълно описание

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 algorithm or a group of related techniques. In particular, the book presents logistic regression, regularized linear models such as the Lasso, nearest neighbors, the Naive Bayes classifier, classification trees, random forests, boosting, support vector machines, feature engineering, neural networks, and stacking. It also explains how to construct n-gram variables from text data. Examples, conceptual exercises and exercises using software are featured throughout, together with case studies in Stata, mostly from the social sciences; true to the book's goal to facilitate the use of modern methods of data science in the field. Although mainly intended for upper undergraduate and graduate students in the social sciences, given its applied nature, the book will equally appeal to readers from other disciplines, including the health sciences, statistics, engineering and computer science.

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Applied Statistical Learning

With Case Studies in Stata

Информация за книгата

Пълно описание

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