Variational Bayesian generative topographic mapping

DOI10.1007/S10852-008-9088-7zbMath1191.68520OpenAlexW2042352073MaRDI QIDQ1040791

Iván Olier, Alfredo Vellido

Publication date: 25 November 2009

Published in: JMMA. Journal of Mathematical Modelling and Algorithms (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10852-008-9088-7

zbMATH Keywords

clusteringvariational methodsdata visualizationadaptive regularizationoverfittinggenerative topographic mapping

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items (2)

Tensor SOM and tensor GTM: nonlinear tensor analysis by topographic mappings ⋮ Probabilistic modelling of general noisy multi-manifold data sets

Uses Software

• GTM

Cites Work

• Unnamed Item
• Missing data imputation through GTM as a mixture of \(t\)-distributions
• Developments of the generative topographic mapping
• An introduction to MCMC for machine learning
• Bayesian sampling and ensemble learning in generative topographic mapping
• An inequality with applications to statistical estimation for probabilistic functions of Markov processes and to a model for ecology
• Self-organizing maps.

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