UID:
almahu_9949232539302882
Format:
1 online resource (245 pages).
ISBN:
0-12-812732-5
Series Statement:
Computer Vision and Pattern Recognition Series
Note:
Introduction --
,
References --
,
Linear Models --
,
Single Subspace Models --
,
Multi-Subspace Models --
,
Theoretical Analysis --
,
Exact Recovery --
,
Closed-Form Solutions --
,
Block-Diagonal Structure --
,
References --
,
Nonlinear Models --
,
Kernel Methods --
,
Laplacian Based Methods --
,
Locally Linear Representation --
,
Transformation Invariant Clustering --
,
References --
,
Optimization Algorithms --
,
Convex Algorithms --
,
Accelerated Proximal Gradient --
,
Frank -- Wolfe Algorithm --
,
Alternating Direction Method --
,
Linearized Alternating Direction Method with Adaptive Penalty --
,
(Proximal) Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty --
,
Nonconvex Algorithms --
,
Generalized Singular Value Thresholding --
,
Iteratively Reweighted Nuclear Norm Algorithm --
,
Truncated Nuclear Norm Minimization --
,
Iteratively Reweighted Least Squares --
,
Factorization Method --
,
Randomized Algorithms --
,
l1 Filtering Algorithm --
,
l2, 1 Filtering Algorithm --
,
Randomized Algorithm for Relaxed Robust LRR --
,
Randomized Algorithm for Online Matrix Completion --
,
References --
,
Representative Applications --
,
Video Denoising [19] --
,
Implementation Details --
,
Experiments --
,
Background Modeling [2] --
,
Implementation Details --
,
Experiments --
,
Robust Alignment by Sparse and Low-Rank (RASL) Decomposition [42] --
,
Implementation Details --
,
Experiments --
,
Transform Invariant Low-Rank Textures (TILT) [58] --
,
Motion and Image Segmentation [30,29,4] --
,
Image Saliency Detection [21] --
,
Partial-Duplicate Image Search [54] --
,
Implementation Details --
,
Experiments --
,
Image Tag Completion and Refinement [15] --
,
Implementation Details --
,
Experiments --
,
Other Applications --
,
References --
,
Conclusions --
,
Low-Rank Models for Tensorial Data --
,
Nonlinear Manifold Clustering --
,
Randomized Algorithms --
,
References --
,
Proofs --
,
Proof of Theorem 2.6 [29] --
,
Dual Conditions --
,
Certification by Least Squares --
,
Proofs of Dual Conditions --
,
Proof of Theorem 2.7 [29] --
,
Proof of Theorem 2.8 [29] --
,
Preliminaries --
,
Exact Recovery of Column Support --
,
Certification by Golfing Scheme --
,
Proofs of Dual Conditions --
,
Exact Recovery of Column Space --
,
Proof of Theorem 2.10 [30] --
,
Proof of Theorem 2.11 [30] --
,
Proof of Theorem 2.12 [30] --
,
Proof of Theorem 2.13 [30] --
,
Proof of Theorem 2.14 [19] --
,
Proof of Theorem 2.15 --
,
Proof of Theorem 2.16 [8] --
,
Proof of Theorem 2.17 [8] --
,
Proof of Theorem 2.18 --
,
Proof of Theorem 2.19 [27] --
,
Proof of Theorem 2.20 [27] --
,
Proof of Theorem 2.21 [27] --
,
Proof of Theorem 2.22 [20] --
,
Proof of Theorem 4.2 [2] --
,
Proof of Theorem 4.4 [15] --
,
Proof of Theorem 4.5 [16] --
,
Proof of Theorem 4.6 [16] --
,
Proofs of Proposition 4.2 and Theorem 4.7 [18] --
,
Proof of Theorem 4.8 [17] --
,
Proof of Theorem 4.9 [17] --
,
Proof of Theorem 4.16 [21] --
,
Proof of Theorem 4.17 [21] --
,
Proof of Theorem 4.18 [25] --
,
Proof of Theorem 4.19 [28] --
,
Proof of Theorem 4.21 [1] --
,
Proof of Theorem 4.22 [1] --
,
References --
,
Mathematical Preliminaries --
,
Terminologies --
,
Basic Results --
,
References.
Additional Edition:
ISBN 0-12-812731-7
Language:
English
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