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Exactly Robust Kernel Principal Component Analysis

https://doi.org/10.1109/tnnls.2019.2909686

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Principal Component Analysis

inferredcites →https://doi.org/10.1007/978-0-387-40065-5openalex-snapshot

Numerical Optimization

inferredcites →https://doi.org/10.1007/978-3-642-16712-6_100780openalex-snapshot

Principal Component Analysis

inferredcites →https://doi.org/10.1007/s10208-009-9045-5openalex-snapshot

Exact Matrix Completion via Convex Optimization

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On the Global and Linear Convergence of the Generalized Alternating Direction Method of Multipliers

inferredcites →https://doi.org/10.1016/j.conengprac.2013.06.017openalex-snapshot

Online monitoring of nonlinear multivariate industrial processes using filtering KICA–PCA

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A collaborative framework for 3D alignment and classification of heterogeneous subvolumes in cryo-electron tomography

inferredcites →https://doi.org/10.1016/j.neunet.2017.04.005openalex-snapshot

Sparse subspace clustering for data with missing entries and high-rank matrix completion

inferredcites →https://doi.org/10.1016/j.neunet.2017.10.007openalex-snapshot

Matrix completion by deep matrix factorization

inferredcites →https://doi.org/10.1016/j.neunet.2018.01.014openalex-snapshot

Accelerated low-rank representation for subspace clustering and semi-supervised classification on large-scale data

inferredcites →https://doi.org/10.1016/j.patcog.2006.07.009openalex-snapshot

Kernel PCA for novelty detection

inferredcites →https://doi.org/10.1016/j.patcog.2017.05.013openalex-snapshot

Matrix completion by least-square, low-rank, and sparse self-representations

inferredcites →https://doi.org/10.1016/j.sigpro.2019.05.017openalex-snapshot

Scalable and robust sparse subspace clustering using randomized clustering and multilayer graphs

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Numerical optimization

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The coupon-collector problem revisited — a survey of engineering problems and computational methods

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Gradient-based learning applied to document recognition

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Robust principal component analysis by self-organizing rules based on statistical physics approach

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Parameterisation of a stochastic model for human face identification

inferredcites →https://doi.org/10.1109/cvpr.2007.382974openalex-snapshot

A Benchmark for the Comparison of 3-D Motion Segmentation Algorithms

inferredcites →https://doi.org/10.1109/cvpr.2009.5206547openalex-snapshot

Sparse subspace clustering

inferredcites →https://doi.org/10.1109/cvpr.2011.5995365openalex-snapshot

A closed form solution to robust subspace estimation and clustering

inferredcites →https://doi.org/10.1109/cvpr.2014.481openalex-snapshot

Grassmann Averages for Scalable Robust PCA

inferredcites →https://doi.org/10.1109/iccv.2001.937541openalex-snapshot

Robust principal component analysis for computer vision

inferredcites →https://doi.org/10.1109/tbdata.2018.2871476openalex-snapshot

Matrix Completion via Sparse Factorization Solved by Accelerated Proximal Alternating Linearized Minimization

inferredcites →https://doi.org/10.1109/tip.2015.2456504openalex-snapshot

Robust Subspace Clustering With Complex Noise

inferredcites →https://doi.org/10.1109/tip.2015.2503238openalex-snapshot

A Truncated Nuclear Norm Regularization Method Based on Weighted Residual Error for Matrix Completion

inferredcites →https://doi.org/10.1109/tit.2015.2472520openalex-snapshot

Robust Subspace Clustering via Thresholding

inferredcites →https://doi.org/10.1109/tnn.2004.837781openalex-snapshot

The Pre-Image Problem in Kernel Methods

inferredcites →https://doi.org/10.1109/tnn.2009.2039647openalex-snapshot

Penalized Preimage Learning in Kernel Principal Component Analysis

inferredcites →https://doi.org/10.1109/tnnls.2015.2472284openalex-snapshot

Robust Kernel Low-Rank Representation

inferredcites →https://doi.org/10.1109/tnnls.2017.2671849openalex-snapshot

Reinforced Robust Principal Component Pursuit

inferredcites →https://doi.org/10.1109/tpami.2005.92openalex-snapshot

Acquiring linear subspaces for face recognition under variable lighting

inferredcites →https://doi.org/10.1109/tpami.2012.88openalex-snapshot

Robust Recovery of Subspace Structures by Low-Rank Representation

inferredcites →https://doi.org/10.1109/tpami.2013.57openalex-snapshot

Sparse Subspace Clustering: Algorithm, Theory, and Applications

inferredcites →https://doi.org/10.1137/090771806openalex-snapshot

Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions

inferredcites →https://doi.org/10.1137/140990309openalex-snapshot

Convergence Analysis of Alternating Direction Method of Multipliers for a Family of Nonconvex Problems

inferredcites →https://doi.org/10.1145/1143844.1143880openalex-snapshot

R 1 -PCA

inferredcites →https://doi.org/10.1145/1970392.1970395openalex-snapshot

Robust principal component analysis?

inferredcites →https://doi.org/10.1162/089976698300017467openalex-snapshot

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

inferredcites →https://doi.org/10.1162/neco.2009.02-08-706openalex-snapshot

Robust Kernel Principal Component Analysis

inferredcites →https://doi.org/10.1184/r1/6560702openalex-snapshot

Robust Kernel Principal Component Analysis

inferredcites →https://doi.org/10.1214/13-aos1199openalex-snapshot

Robust subspace clustering

inferredcites →https://doi.org/10.1214/17-ejs1377siopenalex-snapshot

Random consensus robust PCA

inferredcites →https://doi.org/10.1561/2200000016openalex-snapshot

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

inferredcites →https://doi.org/10.1561/2400000003openalex-snapshot

Proximal Algorithms

inferredcites →https://doi.org/10.1561/9781601984616openalex-snapshot

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

inferredcites →https://doi.org/10.2140/pjm.1976.64.97openalex-snapshot

On the inverse function theorem

inferredcites →https://doi.org/10.4230/lipics.approx/random.2020.12openalex-snapshot

Explicit Approximations of the Gaussian Kernel

inferredcites →https://doi.org/10.5555/2946645.2946657openalex-snapshot

Noisy sparse subspace clustering

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