An estimate of mutual information that permits closed-form optimisation

DOI10.3390/E15051690zbMath1371.68251OpenAlexW2080591292MaRDI QIDQ742718

Raymond Liu, Duncan Fyfe Gillies

Publication date: 19 September 2014

Published in: Entropy (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.3390/e15051690

zbMATH Keywords

pattern recognitionmutual informationfeature extractionmachine learningdimensionality reduction

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10) Measures of information, entropy (94A17) Statistical aspects of information-theoretic topics (62B10)

Related Items (1)

Overfitting in linear feature extraction for classification of high-dimensional image data

Uses Software

• PRMLT

Cites Work

• A Mathematical Theory of Communication
• Laplacian Eigenmaps for Dimensionality Reduction and Data Representation
• Analyzing Neural Responses to Natural Signals: Maximally Informative Dimensions
• 10.1162/153244303322753742
• On Estimation of a Probability Density Function and Mode

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