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independent component analysis

116 papers

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Also known as

ICA

Co-occurring keywords

blind source separation (62) representation learning (6174) source separation (132) unsupervised learning (3255) feature extraction (1578) causal inference (1619) causal discovery (459) tensor decomposition (374) gaussian noise (56) generative model (2889)

Papers

Learning Overcomplete, Low Coherence Dictionaries with Linear Inference JMLR 2019
Speech Source Separation Using ICA in Constant Q Transform Domain INTERSPEECH 2018
Detecting non-causal artifacts in multivariate linear regression models ICML 2018
Unmixing Convolutive Mixtures by Exploiting Amplitude Co-Modulation: Methods and Evaluation on Mandarin Speech Recordings INTERSPEECH 2017
The Scaling Limit of High-Dimensional Online Independent Component Analysis NIPS 2017
Nonlinear ICA of Temporally Dependent Stationary Sources AISTATS 2017
Whitening-Free Least-Squares Non-Gaussian Component Analysis ACML 2017
SPLICE: Fully Tractable Hierarchical Extension of ICA with Pooling ICML 2017
Basis Learning as an Algorithmic Primitive COLT 2016
Beyond CCA: Moment Matching for Multi-View Models ICML 2016
Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA ACML 2016
Online ICA: Understanding Global Dynamics of Nonconvex Optimization via Diffusion Processes NIPS 2016
The Information Sieve ICML 2016
EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator ACML 2016
Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components ICML 2015
Max vs Min: Tensor Decomposition and ICA with nearly Linear Sample Complexity COLT 2015
A Pseudo-Euclidean Iteration for Optimal Recovery in Noisy ICA NIPS 2015
A Nonparametric Bayesian Approach Toward Stacked Convolutional Independent Component Analysis ICCV 2015
Deterministic Independent Component Analysis ICML 2015
Rethinking LDA: Moment Matching for Discrete ICA NIPS 2015
A Dual Algorithm for Olfactory Computation in the Locust Brain NIPS 2014
An Extension of Slow Feature Analysis for Nonlinear Blind Source Separation JMLR 2014
Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations AISTATS 2014
K-means recovers ICA filters when independent components are sparse ICML 2014
The More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures COLT 2014