03320nam 2200613 450 991078900390332120230124192642.00-429-10809-51-4398-5729-6(CKB)3710000000089971(EBL)1480655(SSID)ssj0001130988(PQKBManifestationID)11614633(PQKBTitleCode)TC0001130988(PQKBWorkID)11110672(PQKB)11709477(MiAaPQ)EBC1480655(EXLCZ)99371000000008997120140313h20142014 uy 0engur|n|---|||||txtccrMultilinear subspace learning dimensionality reduction of multidimensional data /Haiping Lu, K. N. Plataniotis, A. N. VenetsanopoulosBoca Raton, Florida :CRC Press,2014.©20141 online resource (275 p.)Chapman & Hall/CRC machine learning & pattern recognition series Multilinear subspace learningChapman & Hall/CRC machine learning & pattern recognition seriesDescription based upon print version of record.1-4398-5724-5 Includes bibliographical references.Front Cover; Multilinear Subspace Learning: Dimensionality Reduction of Multidimensional Data; Copyright; Dedication; Table of Contents; List of Figures; List of Tables; List of Algorithms; Acronyms and Symbols; Preface; 1. Introduction; Part I: Fundamentals and Foundations; 2. Linear Subspace Learning for Dimensionality Reduction; 3. Fundamentals of Multilinear Subspace Learning; 4. Overview of Multilinear Subspace Learning; 5. Algorithmic and Computational Aspects; Part II: Algorithms and Applications; 6. Multilinear Principal Component Analysis; 7. Multilinear Discriminant Analysis8. Multilinear ICA, CCA, and PLS9. Applications of Multilinear Subspace Learning; Appendix A: Mathematical Background; Appendix B: Data and Preprocessing; Appendix C: Software; Bibliography; Back CoverDue to advances in sensor, storage, and networking technologies, data is being generated on a daily basis at an ever-increasing pace in a wide range of applications, including cloud computing, mobile Internet, and medical imaging. This large multidimensional data requires more efficient dimensionality reduction schemes than the traditional techniques. Addressing this need, multilinear subspace learning (MSL) reduces the dimensionality of big data directly from its natural multidimensional representation, a tensor.Multilinear Subspace Learning: Dimensionality Reduction of MultData compression (Computer science)Big dataMultilinear algebraData compression (Computer science)Big data.Multilinear algebra.005.7COM021030COM037000TEC007000bisacshLu Haiping1535310Plataniotis K. N1535311Venetsanopoulos A. N1535312MiAaPQMiAaPQMiAaPQBOOK9910789003903321Multilinear subspace learning3783449UNINA