000 03072nam a22005055i 4500
001 978-3-319-12000-3
003 DE-He213
005 20200420220217.0
007 cr nn 008mamaa
008 141029s2014 gw | s |||| 0|eng d
020 _a9783319120003
_9978-3-319-12000-3
024 7 _a10.1007/978-3-319-12000-3
_2doi
050 4 _aTA1637-1638
050 4 _aTA1634
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
_h[electronic resource] /
_cedited by Yun Fu.
264 1 _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
347 _atext file
_bPDF
_2rda
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.
650 0 _aComputer graphics.
650 0 _aImage processing.
650 1 4 _aComputer Science.
650 2 4 _aImage Processing and Computer Vision.
650 2 4 _aSignal, Image and Speech Processing.
650 2 4 _aComputer Imaging, Vision, Pattern Recognition and Graphics.
700 1 _aFu, Yun.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319119991
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-12000-3
912 _aZDB-2-SCS
942 _cEBK
999 _c51689
_d51689