Independent Component Analysis Using an Extended Infomax Algorithm for Mixed Subgaussian and Supergaussian Sources

Elements of Information Theory

2001 • 38,276 citations

An Information-Maximization Approach to Blind Separation and Blind Deconvolution

1995 • 8,891 citations

Independent component analysis: algorithms and applications

2000 • 8,252 citations

Independent component analysis, A new concept?

1994 • 8,133 citations

A Fast Fixed-Point Algorithm for Independent Component Analysis

1997 • 3,386 citations

Blind beamforming for non-gaussian signals

1993 • 2,725 citations

Natural Gradient Works Efficiently in Learning

1998 • 2,540 citations

Blind separation of sources, part I: An adaptive algorithm based on neuromimetic architecture

1991 • 2,507 citations

A New Learning Algorithm for Blind Signal Separation

1995 • 1,928 citations

Blind signal separation: statistical principles

1998 • 1,869 citations

Independent Component Analysis of Electroencephalographic Data

1995 • 1,804 citations

III. Contributions to the mathematical theory of evolution

1894 • 1,450 citations

Equivariant adaptive source separation

1996 • 1,365 citations

Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects

2000 • 1,289 citations

Blind separation of auditory event-related brain responses into independent components

1997 • 1,165 citations

Independent Component Analysis: Theory and Applications

2013 • 724 citations

Infomax and maximum likelihood for blind source separation

1997 • 680 citations

Kendall's Advanced Theory of Statistics, Volume 1: Distribution Theory.

1989 • 526 citations

Blind separation of mixture of independent sources through a quasi-maximum likelihood approach

1997 • 471 citations

Spatially independent activity patterns in functional MRI data during the Stroop color-naming task

1998 • 457 citations

Blind source separation of more sources than mixtures using overcomplete representations

1999 • 420 citations

Extended ICA Removes Artifacts from Electroencephalographic Recordings

1997 • 412 citations

A class of neural networks for independent component analysis

1997 • 408 citations

A unifying information-theoretic framework for independent component analysis

2000 • 364 citations

An Information-Theoretic Approach to Neural Computing

1996 • 304 citations

Stability Analysis of Learning Algorithms for Blind Source Separation

1997 • 303 citations

Blind source separation-semiparametric statistical approach

1997 • 251 citations

Nonlinear neurons in the low-noise limit: a factorial code maximizes information transfer

1994 • 248 citations

ICA mixture models for unsupervised classification of non-Gaussian classes and automatic context switching in blind signal separation

2000 • 223 citations

The nonlinear PCA learning rule in independent component analysis

1997 • 220 citations

Dipole models of eye movements and blinks

1991 • 194 citations

Robust learning algorithm for blind separation of signals

1994 • 192 citations

Maximum likelihood for blind separation and deconvolution of noisy signals using mixture models

2002 • 183 citations

Detection of Consistently Task-Related Activations in fMRI Data with Hybrid Independent Component Analysis

2000 • 175 citations

A Context-Sensitive Generalization of ICA

1996 • 153 citations

Spatially independent activity patterns in functional magnetic resonance imaging data during the Stroop color-naming task

1998 • 148 citations

Chromatic structure of natural scenes

2001 • 129 citations

Nonlinear neurons in the low-noise limit: a factorial code maximizes information transfer

1994 • 127 citations

An Alternative Perspective on Adaptive Independent Component Analysis Algorithms

1998 • 116 citations

Neural approaches to independent component analysis and source separation.

1996 • 113 citations

Blind source separation of nonlinear mixing models

2002 • 99 citations

Independent component analyses for quantifying neuronal ensemble interactions

1999 • 90 citations

Independent Component Analysis: A Flexible Nonlinearity and Decorrelating Manifold Approach

1999 • 85 citations

Faithful Representation of Separable Distributions

1997 • 84 citations

Multidimensional density shaping by sigmoids

1996 • 84 citations

Feature Extraction Through LOCOCODE

1999 • 83 citations

Learning Nonlinear Overcomplete Representations for Efficient Coding

1997 • 72 citations

Color-opponent receptive fields derived from independent component analysis of natural images

2000 • 69 citations

Nonlinear source separation: the post-nonlinear mixtures.

1997 • 62 citations

Extraction of independent signal sources using a deflationary exploratory projection pursuit network with lateral inhibition

1997 • 58 citations

Unsupervised Classification with Non-Gaussian Mixture Models Using ICA

1998 • 57 citations

A maximum likelihood approach to nonlinear blind source separation

1997 • 52 citations

Redundancy Reduction and Independent Component Analysis: Conditions on Cumulants and Adaptive Approaches

1997 • 48 citations

Generalised independent component analysis through unsupervised learning with emergent Bussgang properties

2002 • 36 citations

Independent component analysis applied to feature extraction for robust automatic speech recognition

2000 • 33 citations

Transpose properties in the stability and performance of the classic adaptive algorithms for blind source separation and deconvolution

2000 • 21 citations

Information backpropagation for blind separation of sources in nonlinear mixture

2002 • 21 citations

Non-linear independent component analysis using series reversion and Weierstrass network

2006 • 13 citations

Weierstrass approach to blind source separation of multiple nonlinearly mixed signals

2006 • 7 citations