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dimensionality reduction

720 papers

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Also known as

SDR PCA DR

Co-occurring keywords

manifold learning (402) principal component analysis (316) feature extraction (1578) random projection (145) unsupervised learning (3255) representation learning (6174) kernel methods (1096) metric learning (1189) feature selection (649) matrix factorization (529)

Papers

Linear Dimensionality Reduction: Survey, Insights, and Generalizations JMLR 2015
On the consistency theory of high dimensional variable screening NIPS 2015
Bayesian Manifold Learning: The Locally Linear Latent Variable Model (LL-LVM) NIPS 2015
Principal Geodesic Analysis for Probability Measures under the Optimal Transport Metric NIPS 2015
A Reduced-Dimension fMRI Shared Response Model NIPS 2015
Approximating Sparse PCA from Incomplete Data NIPS 2015
Sparse PCA via Bipartite Matchings NIPS 2015
Projection Metric Learning on Grassmann Manifold With Application to Video Based Face Recognition CVPR 2015
Algorithmic Stability and Uniform Generalization NIPS 2015
Alpha-Beta Divergences Discover Micro and Macro Structures in Data ICML 2015
Compressive spectral embedding: sidestepping the SVD NIPS 2015
Uniqueness of Ordinal Embedding COLT 2014
Hierarchical Feature Hashing for Fast Dimensionality Reduction CVPR 2014
Grassmann Averages for Scalable Robust PCA CVPR 2014
Accelerating t-SNE using Tree-Based Algorithms JMLR 2014
Hybrid Discriminative-Generative Approach with Gaussian Processes AISTATS 2014
Fast Multivariate Spatio-temporal Analysis via Low Rank Tensor Learning NIPS 2014
Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time NIPS 2014
Low-dimensional models of neural population activity in sensory cortical circuits NIPS 2014
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Efficient Learning and Planning with Compressed Predictive States JMLR 2014
A Non-parametric Conditional Factor Regression Model for Multi-Dimensional Input and Response AISTATS 2014
Optimization Equivalence of Divergences Improves Neighbor Embedding ICML 2014
Circulant Binary Embedding ICML 2014
Factorized Point Process Intensities: A Spatial Analysis of Professional Basketball ICML 2014