Notion of information and independent component analysis
Applications of Mathematics, Tome 65 (2020) no. 3, pp. 311-330
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Partial orderings and measures of information for continuous univariate random variables with special roles of Gaussian and uniform distributions are discussed. The information measures and measures of non-Gaussianity including the third and fourth cumulants are generally used as projection indices in the projection pursuit approach for the independent component analysis. The connections between information, non-Gaussianity and statistical independence in the context of independent component analysis is discussed in detail.
DOI :
10.21136/AM.2020.0326-19
Classification :
62B10, 62H99, 94A17
Keywords: dispersion; entropy; kurtosis; partial ordering
Keywords: dispersion; entropy; kurtosis; partial ordering
@article{10_21136_AM_2020_0326_19,
author = {Radoji\v{c}i\'c, Una and Nordhausen, Klaus and Oja, Hannu},
title = {Notion of information and independent component analysis},
journal = {Applications of Mathematics},
pages = {311--330},
publisher = {mathdoc},
volume = {65},
number = {3},
year = {2020},
doi = {10.21136/AM.2020.0326-19},
mrnumber = {4114255},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0326-19/}
}
TY - JOUR AU - Radojičić, Una AU - Nordhausen, Klaus AU - Oja, Hannu TI - Notion of information and independent component analysis JO - Applications of Mathematics PY - 2020 SP - 311 EP - 330 VL - 65 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0326-19/ DO - 10.21136/AM.2020.0326-19 LA - en ID - 10_21136_AM_2020_0326_19 ER -
%0 Journal Article %A Radojičić, Una %A Nordhausen, Klaus %A Oja, Hannu %T Notion of information and independent component analysis %J Applications of Mathematics %D 2020 %P 311-330 %V 65 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0326-19/ %R 10.21136/AM.2020.0326-19 %G en %F 10_21136_AM_2020_0326_19
Radojičić, Una; Nordhausen, Klaus; Oja, Hannu. Notion of information and independent component analysis. Applications of Mathematics, Tome 65 (2020) no. 3, pp. 311-330. doi: 10.21136/AM.2020.0326-19
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