Low-Rank and Sparse Modeling for Visual Analysis
(Sprache: Englisch)
This book provides a view of low-rank and sparse computing, especially approximation, recovery, representation, scaling, coding, embedding and learning among unconstrained visual data. The book includes chapters covering multiple emerging topics in this new...
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Klappentext zu „Low-Rank and Sparse Modeling for Visual Analysis “
This book provides a view of low-rank and sparse computing, especially approximation, recovery, representation, scaling, coding, embedding and learning among unconstrained visual data. The book includes chapters covering multiple emerging topics in this new field. It links multiple popular research fields in Human-Centered Computing, Social Media, Image Classification, Pattern Recognition, Computer Vision, Big Data, and Human-Computer Interaction. Contains an overview of the low-rank and sparse modeling techniques for visual analysis by examining both theoretical analysis and real-world applications.
Inhaltsverzeichnis zu „Low-Rank and Sparse Modeling for Visual Analysis “
Nonlinearly 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.
Autoren-Porträt
Yun Fu is an Assistant Professor, ECE and CS, Northeastern University
Bibliographische Angaben
- 2016, Softcover reprint of the original 1st ed. 2014, VII, 236 Seiten, 51 farbige Abbildungen, Masse: 16 x 23,5 cm, Kartoniert (TB), Englisch
- Herausgegeben: Yun Fu
- Verlag: Springer, Berlin
- ISBN-10: 3319355678
- ISBN-13: 9783319355672
Sprache:
Englisch
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