Generalized principal component analysis. (2016)

• Record Type: Book
• Further Information: Note: René Vidal, Yi Ma, S.S. Sastry.
• Authors: Vidal, René; Ma, Yi; Sastry, S. S
• Contents: Preface -- Acknowledgments -- Glossary of Notation.- Introduction.- I Modeling Data with Single Subspace -- Principal Component Analysis -- Robust Principal Component Analysis -- Nonlinear and Nonparametric Extensions -- II Modeling Data with Multiple Subspaces -- Algebraic-Geometric Methods -- Statistical Methods -- Spectral Methods -- Sparse and Low-Rank Methods -- III Applications -- Image Representation -- Image Segmentation -- Motion Segmentation -- Hybrid System Identification -- Final Words -- Appendices -- References -- Index.
• Publisher Details: New York, NY : Springer
• Publication Date: 2016
• Extent: 1 online resource (xxxii, 566 pages), illustrations (some color)
• Subjects: 515; Mathematics; Mathematical analysis; Image processing -- Mathematics; Big data; Big data; Image processing -- Mathematics; Mathematical analysis; Computers -- Computer Graphics; Technology & Engineering -- Electronics -- General; Mathematics -- Probability & Statistics -- General; Mathematics -- Geometry -- Algebraic; Image processing; Imaging systems & technology; Probability & statistics; Algebraic geometry; Systems theory; Computer vision; Statistics; Geometry, algebraic; Science -- System Theory; Cybernetics & systems theory; Electronic books
• Languages: English
• ISBNs: 9780387878119; 0387878114; 0387878106; 9780387878102
• Related ISBNs: 9780387878102
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed April 19, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.