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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

Fast Algorithms for Gaussian Noise Invariant Independent Component Analysis NIPS 2013
Blind Signal Separation in the Presence of Gaussian Noise COLT 2013
Efficient Learning of Simplices COLT 2013
Provable ICA with Unknown Gaussian Noise, with Implications for Gaussian Mixtures and Autoencoders NIPS 2012
Topographic Analysis of Correlated Components ACML 2012
Improving Policy Gradient Estimates with Influence Information ACML 2011
Structural equations and divisive normalization for energy-dependent component analysis NIPS 2011
ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning NIPS 2011
The Maximal Causes of Natural Scenes are Edge Filters NIPS 2010
-Nested Symmetric Distributions JMLR 2010
Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity JMLR 2010
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models AISTATS 2010
The 'tree-dependent components' of natural scenes are edge filters NIPS 2009
Reducing statistical dependencies in natural signals using radial Gaussianization NIPS 2008
ICA based on a Smooth Estimation of the Differential Entropy NIPS 2008
Kernel Measures of Independence for non-iid Data NIPS 2008
Minimal Nonlinear Distortion Principle for Nonlinear Independent Component Analysis JMLR 2008
Undercomplete Blind Subspace Deconvolution JMLR 2007
An online Hebbian learning rule that performs Independent Component Analysis NIPS 2007
Towards a general independent subspace analysis NIPS 2006
Information Bottleneck Optimization and Independent Component Extraction with Spiking Neurons NIPS 2006
A Linear Non-Gaussian Acyclic Model for Causal Discovery JMLR 2006
Recursive ICA NIPS 2006
Emergence of conjunctive visual features by quadratic independent component analysis NIPS 2006
Separating a Real-Life Nonlinear Image Mixture JMLR 2005