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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

Robust Subspace Approximation in a Stream NIPS 2018
Feature-correlation-aware Gaussian Process Latent Variable Model ACML 2018
Fast Similarity Search via Optimal Sparse Lifting NIPS 2018
Fully Understanding The Hashing Trick NIPS 2018
Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds NIPS 2018
Learning a latent manifold of odor representations from neural responses in piriform cortex NIPS 2018
Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NIPS 2018
Model-based targeted dimensionality reduction for neuronal population data NIPS 2018
Sparse PCA from Sparse Linear Regression NIPS 2018
Provable Gaussian Embedding with One Observation NIPS 2018
The Word Analogy Testing Caveat NAACL 2018
Fitting Low-Rank Tensors in Constant Time NIPS 2017
Projective Low-rank Subspace Clustering via Learning Deep Encoder IJCAI 2017
Gaussian process based nonlinear latent structure discovery in multivariate spike train data NIPS 2017
Angle Principal Component Analysis IJCAI 2017
Semi-supervised Orthogonal Graph Embedding with Recursive Projections IJCAI 2017
Multimodal Linear Discriminant Analysis via Structural Sparsity IJCAI 2017
Grassmannian Manifold Optimization Assisted Sparse Spectral Clustering CVPR 2017
Single-Pass PCA of Large High-Dimensional Data IJCAI 2017
The Unreasonable Effectiveness of Structured Random Orthogonal Embeddings NIPS 2017
Learning Low-Dimensional Metrics NIPS 2017
Joint Geometrical and Statistical Alignment for Visual Domain Adaptation CVPR 2017
Principal Variety Analysis CORL 2017
Word Re-Embedding via Manifold Dimensionality Retention EMNLP 2017
Compact Matrix Factorization With Dependent Subspaces CVPR 2017