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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

Majorization-Minimization for Manifold Embedding AISTATS 2015
Elastic Functional Coding of Human Actions: From Vector-Fields to Latent Variables CVPR 2015
Robust Principal Component Analysis on Graphs ICCV 2015
Projection Bank: From High-Dimensional Data to Medium-Length Binary Codes ICCV 2015
Structured Feature Selection ICCV 2015
Stay on path: PCA along graph paths ICML 2015
Semi-Supervised Learning With Explicit Relationship Regularization CVPR 2015
Hierarchical-PEP Model for Real-World Face Recognition CVPR 2015
Sparse Projections for High-Dimensional Binary Codes CVPR 2015
Hashing With Binary Autoencoders CVPR 2015
Theory of Dual-sparse Regularized Randomized Reduction ICML 2015
Fast Orthogonal Projection Based on Kronecker Product ICCV 2015
A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks NIPS 2015
Heteroscedastic Max-Min Distance Analysis CVPR 2015
Diversity-Induced Multi-View Subspace Clustering CVPR 2015
Autoencoder Trees ACML 2015
Unsupervised Simultaneous Orthogonal Basis Clustering Feature Selection CVPR 2015
A New Look at Nearest Neighbours: Identifying Benign Input Geometries via Random Projections ACML 2015
Local High-Order Regularization on Data Manifolds CVPR 2015
Landmarking Manifolds with Gaussian Processes ICML 2015
A fast, universal algorithm to learn parametric nonlinear embeddings NIPS 2015
A Deterministic Analysis of Noisy Sparse Subspace Clustering for Dimensionality-reduced Data ICML 2015
Streaming Sparse Principal Component Analysis ICML 2015
Sufficient Dimension Reduction via Direct Estimation of the Gradients of Logarithmic Conditional Densities ACML 2015
Geometry-Aware Principal Component Analysis for Symmetric Positive Definite Matrices ACML 2015