Data mining algorithms : explained using R / Paweł Cichosz.

Format:

Book

Author/Creator:

Cichosz, Paweł, author.

Language:

English

Subjects (All):

Data mining.

Computer algorithms.

R (Computer program language).

Physical Description:

1 online resource (718 pages) : illustrations

Edition:

1st ed.

Place of Publication:

Chichester, England : Wiley, 2015.

Language Note:

English

Summary:

"This book narrows down the scope of data mining by adopting a heavily modeling-oriented perspective"-- Provided by publisher.

Contents:

Part I. Preliminaries

1. Tasks

2. Basic statistics

Part II. Classification

3. Decision trees

4. Naèive Bayes classifier

5. Linear classification

6. Misclassification costs

7. Classification model evaluation

Part III. Regression

8. Linear regression

9. Regression trees

10. Regression model evaluation

Part IV. Clustering

11. (Dis)similarity measures

12. k-Centers clustering

13. Hierarchical clustering

14. Clustering model evaluation

Part V. Getting better models

15. Model ensembles

16. Kernel methods

17. Attribute transformation

18. Discretization

19. Attribute selection.

Notes:

Bibliographic Level Mode of Issuance: Monograph

Includes bibliographical references at the end of each chapters and index.

Description based on print version record.

ISBN:

9781118950845

1118950844

9781118950951

111895095X

9781118332580

111833258X

OCLC:

896796372