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008 160915s2014 gw | s |||| 0|eng d
020 _a9783319120003
_9978-3-319-12000-3
024 7 _a10.1007/978-3-319-12000-3
_2doi
035 _ato000544154
040 _aSpringer
_cSpringer
_dRU-ToGU
050 4 _aTA1637-1638
050 4 _aTA1637-1638
072 7 _aUYT
_2bicssc
072 7 _aUYQV
_2bicssc
072 7 _aCOM012000
_2bisacsh
072 7 _aCOM016000
_2bisacsh
082 0 4 _a006.6
_223
082 0 4 _a006.37
_223
245 1 0 _aLow-Rank and Sparse Modeling for Visual Analysis
_helectronic resource
_cedited by Yun Fu.
260 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2014.
300 _aVII, 236 p. 66 illus., 51 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
505 0 _aNonlinearly Structured Low-Rank Approximation -- Latent Low-Rank Representation -- Scalable Low-Rank Representation -- Low-Rank and Sparse Dictionary Learning -- Low-Rank Transfer Learning -- Sparse Manifold Subspace Learning -- Low Rank Tensor Manifold Learning -- Low-Rank and Sparse Multi-Task Learning -- Low-Rank Outlier Detection -- Low-Rank Online Metric Learning.
520 _aThis book provides a view of low-rank and sparse computing, especially approximation, recovery, representation, scaling, coding, embedding, and learning among unconstrained visual data. Included in the book are chapters covering multiple emerging topics in this new field. The text links multiple popular research fields in Human-Centered Computing, Social Media, Image Classification, Pattern Recognition, Computer Vision, Big Data, and Human-Computer Interaction. This book contains an overview of the low-rank and sparse modeling techniques for visual analysis by examining both theoretical analysis and real-world applications. ·         Covers the most state-of-the-art topics of sparse and low-rank modeling ·         Examines the theory of sparse and low-rank analysis to the real-world practice of sparse and low-rank analysis ·         Contributions from top experts voicing their unique perspectives included throughout.
650 0 _aComputer Science.
_9155490
650 0 _aComputer vision.
_9274100
650 1 4 _aComputer Science.
_9155490
650 2 4 _aImage Processing and Computer Vision.
_9303601
650 2 4 _aSignal, Image and Speech Processing.
_9274103
650 2 4 _aComputer Imaging, Vision, Pattern Recognition and Graphics.
_9274101
700 1 _aFu, Yun.
_eeditor.
_9448847
710 2 _aSpringerLink (Online service)
_9143950
773 0 _tSpringer eBooks
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-12000-3
912 _aZDB-2-SCS
999 _c401630