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dimensionality reduction

720 papers

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Also known as

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

Large-scale SVD and Manifold Learning JMLR 2013
Probabilistic Principal Geodesic Analysis NIPS 2013
The Fast Convergence of Incremental PCA NIPS 2013
One-shot learning and big data with n=2 NIPS 2013
Latent Space Sparse Subspace Clustering ICCV 2013
Efficient Learning of Simplices COLT 2013
Learning a set of directions COLT 2013
Learning Multiple Non-linear Sub-spaces Using K-RBMs CVPR 2013
Compressed Hashing CVPR 2013
Learning Binary Codes for High-Dimensional Data Using Bilinear Projections CVPR 2013
A Scalable Unsupervised Feature Merging Approach to Efficient Dimensionality Reduction of High-Dimensional Visual Data ICCV 2013
Recovering the Optimal Solution by Dual Random Projection COLT 2013
Sparse Subspace Denoising for Image Manifolds CVPR 2013
The Power of Asymmetry in Binary Hashing NIPS 2013
Efficient Higher-Order Clustering on the Grassmann Manifold ICCV 2013
How to Solve Classification and Regression Problems on High-Dimensional Data with a Supervised Extension of Slow Feature Analysis JMLR 2013
Analytic Bilinear Appearance Subspace Construction for Modeling Image Irradiance under Natural Illumination and Non-Lambertian Reflectance CVPR 2013
Top-Down Segmentation of Non-rigid Visual Objects Using Derivative-Based Search on Sparse Manifolds CVPR 2013
Blessing of Dimensionality: High-Dimensional Feature and Its Efficient Compression for Face Verification CVPR 2013
Local Fisher Discriminant Analysis for Pedestrian Re-identification CVPR 2013
Learning a Manifold as an Atlas CVPR 2013
Toward Guaranteed Illumination Models for Non-convex Objects ICCV 2013
Parallel Vector Field Embedding JMLR 2013
Robust Bloom Filters for Large MultiLabel Classification Tasks NIPS 2013
Algorithms and Hardness for Robust Subspace Recovery COLT 2013