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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

A Stochastic PCA and SVD Algorithm with an Exponential Convergence Rate ICML 2015
Linear Dimensionality Reduction: Survey, Insights, and Generalizations JMLR 2015
Understanding Deep Features With Computer-Generated Imagery ICCV 2015
Randomized Block Krylov Methods for Stronger and Faster Approximate Singular Value Decomposition NIPS 2015
A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks NIPS 2015
Rebuilding Factorized Information Criterion: Asymptotically Accurate Marginal Likelihood ICML 2015
Stay on path: PCA along graph paths ICML 2015
Cone-Constrained Principal Component Analysis NIPS 2014
Model Transport: Towards Scalable Transfer Learning on Manifolds CVPR 2014
Scale-space Processing Using Polynomial Representations CVPR 2014
Memory and Computation Efficient PCA via Very Sparse Random Projections ICML 2014
A statistical model for tensor PCA NIPS 2014
Principal Component Analysis and Higher Correlations for Distributed Data COLT 2014
Sparse PCA with Oracle Property NIPS 2014
Nonnegative Sparse PCA with Provable Guarantees ICML 2014
Randomized Nonlinear Component Analysis ICML 2014
Expectation Propagation for Likelihoods Depending on an Inner Product of Two Multivariate Random Variables AISTATS 2014
The Noisy Power Method: A Meta Algorithm with Applications NIPS 2014
Robust Principal Component Analysis with Complex Noise ICML 2014
Fusing Robust Face Region Descriptors via Multiple Metric Learning for Face Recognition in the Wild CVPR 2013
3D R Transform on Spatio-temporal Interest Points for Action Recognition CVPR 2013
Robust Transfer Principal Component Analysis with Rank Constraints NIPS 2013
The Fast Convergence of Incremental PCA NIPS 2013
On the Sample Complexity of Subspace Learning NIPS 2013
Memory Limited, Streaming PCA NIPS 2013