Independent Component Analysis Features

Independent Component Analysis Features is a feature extraction technique that isolates statistically independent underlying sources from multivariate data by maximizing non-Gaussianity and mutual independence among the derived components.

493

Publications

57.4K

Citations

1.7K

Authors

692

Institutions

Publications per year

2017–2026

118

Parents

Feature Extraction

Publications

493

EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis

Arnaud Delorme, Scott Makeig · Journal of Neuroscience Methods · 2004 · 25K citations

Life Sciences, Neuroscience, Electrophysiology +13

Independent component analysis, A new concept?

Pierre Comon · Signal Processing · 1994 · 8.2K citations · Full text

Natural Sciences, Data Science, Complex Systems +6

SURVEY OF INDEPENDENT COMPONENT ANALYSIS

Aapo Hyvärinen · 1999 · 1.1K citations

Natural Sciences, Data Science, Machine Learning +6

Dictionary Learning Algorithms for Sparse Representation

Kenneth Kreutz-Delgado, Joseph F. Murray, Bhaskar D. Rao et al. · Neural Computation · 2003 · 842 citations

Computing, Computer Science, Feature Engineering +14

Automatic Classification of Artifactual ICA-Components for Artifact Removal in EEG Signals

Irene Winkler, Stefan Haufe, Michael Tangermann · Behavioral and Brain Functions · 2011 · 810 citations · Full text

Engineering, Biomedical Engineering, Computer Science +17

1–5 of 493

Authors

1.7K

VD
Vince D. Calhoun
Mind Research Network, United States
14 publications · 1.1K citations
13
h-index
AH
Aapo Hyvärinen
University of Helsinki, Finland
10 publications · 2.1K citations
10
h-index
GR
Ganesh R. Naik
University of Technology Sydney, Australia
6 publications · 175 citations
6
h-index
DK
Dinesh Kumar
RMIT University, Australia
5 publications · 133 citations
5
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JS
Jing Sui （Beijing Normal University）， my correct affiliation is beijing normal university, not Qingdao University of Science and Technology, please correct the current affiliation. Thank you
Institute of Automation, China
5 publications · 611 citations
5
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1–5 of 1.7K

Institutions

692

1–8 of 692

Venues

Neurocomputing
9 publications · 366 citations
9
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NeuroImage
9 publications · 970 citations
9
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Electronics Letters
6 publications · 145 citations
6
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IEEE Transactions on Biomedical Engineering
6 publications · 779 citations
6
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IEEE Access
5 publications · 224 citations
5
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1–5