02936oam 2200589I 450 991078811710332120230807210331.00-429-16796-210.1201/b18358 (CKB)2670000000610581(EBL)2030642(SSID)ssj0001540913(PQKBManifestationID)11879561(PQKBTitleCode)TC0001540913(PQKBWorkID)11533936(PQKB)11395080(MiAaPQ)EBC2030642(OCoLC)907924079(EXLCZ)99267000000061058120180331h20152015 uy 0engur|n|---|||||txtccrRobust methods for data reduction /Alessio Farcomeni, Luca GrecoBoca Raton :CRC Press,[2015]©20151 online resource (297 p.)Chapman & Hall BookDescription based upon print version of record.1-4665-9062-9 1-4665-9063-7 Includes bibliographical references.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 AnalysisA. Use of the Software R for Data ReductionBibliographyRobust 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 analyRobust controlData reductionComputer programsDimension reduction (Statistics)Robust control.Data reductionComputer programs.Dimension reduction (Statistics)519.5/0285Farcomeni Alessio520688Greco LucaFlBoTFGFlBoTFGBOOK9910788117103321Robust methods for data reduction3806956UNINA