Applied Statistical Learning : With Case Studies in Stata, Hardcover by Schon...
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eBay item number:385956053520
Item specifics
- Condition
- Book Title
- Applied Statistical Learning : With Case Studies in Stata
- ISBN
- 9783031333897
- Subject Area
- Computers, Science, Mathematics
- Publication Name
- Applied Statistical Learning : with Case Studies in Stata
- Publisher
- Springer International Publishing A&G
- Item Length
- 9.3 in
- Subject
- Mathematical & Statistical Software, Probability & Statistics / General, Intelligence (Ai) & Semantics, General
- Publication Year
- 2023
- Series
- Statistics and Computing Ser.
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Weight
- 24.3 Oz
- Item Width
- 6.1 in
- Number of Pages
- Xv, 332 Pages
About this product
Product Information
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 graduatestudents 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.
Product Identifiers
Publisher
Springer International Publishing A&G
ISBN-10
3031333896
ISBN-13
9783031333897
eBay Product ID (ePID)
13060883189
Product Key Features
Number of Pages
Xv, 332 Pages
Language
English
Publication Name
Applied Statistical Learning : with Case Studies in Stata
Publication Year
2023
Subject
Mathematical & Statistical Software, Probability & Statistics / General, Intelligence (Ai) & Semantics, General
Type
Textbook
Subject Area
Computers, Science, Mathematics
Series
Statistics and Computing Ser.
Format
Hardcover
Dimensions
Item Weight
24.3 Oz
Item Length
9.3 in
Item Width
6.1 in
Additional Product Features
Dewey Edition
23
Number of Volumes
1 Vol.
Illustrated
Yes
Dewey Decimal
006.31
Lc Classification Number
Q325.5-.7
Table of Content
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.
Copyright Date
2023
Item description from the seller
Seller assumes all responsibility for this listing.
eBay item number:385956053520
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Jessup, Maryland, United States
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Wrong picture of the book is listed. Received 3rd version instead of 2nd. Not that big of a deal since the content is the same, but the book also shipped really slowly and arrived damaged. Book was not packaged properly. Basic envelope and weak bubble wrap. Envelope and bubble wrap torn upon arrival and book hardcover was damaged. Book sleeve torn. Reached out with concerns and still have not heard back.