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principal component analysis

316 papers

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Also known as

FPCA K-PCA WPCA PCA

Co-occurring keywords

dimensionality reduction (720) outlier detection (318) representation learning (6174) streaming algorithm (131) online learning (1770) low-rank approximation (322) differential privacy (1010) feature extraction (1578) matrix factorization (529) variational inference (2069)

Papers

On the Approximability of Sparse PCA COLT 2016
Scalable geometric density estimation AISTATS 2016
A General Framework for Consistency of Principal Component Analysis JMLR 2016
Dimensionality Reduction of Massive Sparse Datasets Using Coresets NIPS 2016
Optimal Sparse Linear Encoders and Sparse PCA NIPS 2016
Single Pass PCA of Matrix Products NIPS 2016
A Pseudo-Bayesian Algorithm for Robust PCA NIPS 2016
Multitask Principal Component Analysis ACML 2016
Exploiting Hidden-Layer Responses of Deep Neural Networks for Language Recognition INTERSPEECH 2016
Principal Component Projection Without Principal Component Analysis ICML 2016
Likelihood Ratio Calculation in Acoustic-Phonetic Forensic Voice Comparison: Comparison of Three Statistical Modelling Approaches INTERSPEECH 2016
Online PCA with Optimal Regret JMLR 2016
On the Statistical Limits of Convex Relaxations ICML 2016
Fast Stochastic Algorithms for SVD and PCA: Convergence Properties and Convexity ICML 2016
Convergence of Stochastic Gradient Descent for PCA ICML 2016
Tracking Contours of Orofacial Articulators from Real-Time MRI of Speech INTERSPEECH 2016
An Improved 3D Geometric Tongue Model INTERSPEECH 2016
Shell PCA: Statistical Shape Modelling in Shell Space ICCV 2015
Principal Geodesic Analysis for Probability Measures under the Optimal Transport Metric NIPS 2015
Tensor principal component analysis via sum-of-square proofs COLT 2015
Fast 2D Border Ownership Assignment CVPR 2015
Online PCA with Spectral Bounds COLT 2015
Efficient Sparse-to-Dense Optical Flow Estimation Using a Learned Basis and Layers CVPR 2015
Elastic Functional Coding of Human Actions: From Vector-Fields to Latent Variables CVPR 2015
Geometry-Aware Principal Component Analysis for Symmetric Positive Definite Matrices ACML 2015