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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

Flows for simultaneous manifold learning and density estimation NIPS 2020
Improving Neural Network Training in Low Dimensional Random Bases NIPS 2020
Improved Subsampled Randomized Hadamard Transform for Linear SVM AAAI 2020
BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders AISTATS 2020
2-MAP: Aligned Visualizations for Comparison of High-Dimensional Point Sets WACV 2020
Deep reconstruction of strange attractors from time series NIPS 2020
Learning sparse codes from compressed representations with biologically plausible local wiring constraints NIPS 2020
A Bootstrap Method for Error Estimation in Randomized Matrix Multiplication JMLR 2019
Subspace Pooling Based Temporal Features Extraction for Audio Event Recognition INTERSPEECH 2019
Understanding Sparse JL for Feature Hashing NIPS 2019
Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization AISTATS 2019
From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction NIPS 2019
Multi-View Multiple Clustering IJCAI 2019
Unsupervised Low-Rank Representations for Speech Emotion Recognition INTERSPEECH 2019
Learning Strictly Orthogonal p-Order Nonnegative Laplacian Embedding via Smoothed Iterative Reweighted Method IJCAI 2019
Latent Semantics Encoding for Label Distribution Learning IJCAI 2019
Single Training Dimension Selection for Word Embedding with PCA IJCNLP 2019
Parametric Manifold Learning of Gaussian Mixture Models IJCAI 2019
Multilingual Detection of Hate Speech Against Immigrants and Women in Twitter at SemEval-2019 Task 5: Frequency Analysis Interpolation for Hate in Speech Detection SEMEVAL 2019
Accelerating Extreme Classification via Adaptive Feature Agglomeration IJCAI 2019
Analyzing Intra-Speaker and Inter-Speaker Vocal Tract Impedance Characteristics in a Low-Dimensional Feature Space Using t-SNE INTERSPEECH 2019
Online Factorization and Partition of Complex Networks by Random Walk UAI 2019
Sketched Iterative Algorithms for Structured Generalized Linear Models IJCAI 2019
Non-smooth Optimization over Stiefel Manifolds with Applications to Dimensionality Reduction and Graph Clustering IJCAI 2019
Learning nonlinear level sets for dimensionality reduction in function approximation NIPS 2019