عنوان
پدید آورنده
موضوع
رده
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1466590637
(Number (ISBN
9781466590632
Erroneous ISBN
9781466590625
NATIONAL BIBLIOGRAPHY NUMBER
Number
dltt
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Robust methods for data reduction /
General Material Designation
[Book]
First Statement of Responsibility
Alessio Farcomeni, Luca Greco.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references.
CONTENTS NOTE
Text of Note
Front Cover; Dedication; Contents; Preface; Authors; List of Figures; List of Tables; List of Examples and R illustrations; Symbol Description; 1. Introduction and Overview; 2. Multivariate Estimation Methods; Section I: Dimension Reduction; Introduction to Dimension Reduction; 3. Principal Component Analysis; 4. Sparse Robust PCA; 5. Canonical Correlation Analysis; 6. Factor Analysis; Section II: Sample Reduction; Introduction to Sample Reduction; 7. k-means and Model-Based Clustering; 8. Robust Clustering; 9. Robust Model-Based Clustering; 10. Double Clustering; 11. Discriminant Analysis
0
SUMMARY OR ABSTRACT
Text of Note
Robust Methods for Data Reduction gives a non-technical overview of robust data reduction techniques, encouraging the use of these important and useful methods in practical applications. The main areas covered include principal components analysis, sparse principal component analysis, canonical correlation analysis, factor analysis, clustering, double clustering, and discriminant analysis.The first part of the book illustrates how dimension reduction techniques synthesize available information by reducing the dimensionality of the data. The second part focuses on cluster and discriminant analy.
OTHER EDITION IN ANOTHER MEDIUM
Title
Robust Methods for Data Reduction.
International Standard Book Number
9781466590625
TOPICAL NAME USED AS SUBJECT
Data reduction-- Computer programs.
Dimension reduction (Statistics)
Robust control.
TECHNOLOGY & ENGINEERING / Engineering (General)
PERSONAL NAME - PRIMARY RESPONSIBILITY
Farcomeni, Alessio
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Greco, Luca
ORIGINATING SOURCE
Date of Transaction
20150813171927.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
