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- Generative_topographic_map abstract "Generative topographic map (GTM) is a machine learning method that is a probabilistic counterpart of the self-organizing map (SOM), is probably convergent and does not require a shrinking neighborhood or a decreasing step size. It is a generative model: the data is assumed to arise by first probabilistically picking a point in a low-dimensional space, mapping the point to the observed high-dimensional input space (via a smooth function), then adding noise in that space. The parameters of the low-dimensional probability distribution, the smooth map and the noise are all learned from the training data using the expectation-maximization (EM) algorithm. GTM was introduced in 1996 in a paper by Christopher Bishop, Markus Svensen, and Christopher K. I. Williams.".
- Generative_topographic_map wikiPageExternalLink Bishop-GTM-Ncomp-98.pdf.
- Generative_topographic_map wikiPageExternalLink GTM.
- Generative_topographic_map wikiPageID "1091054".
- Generative_topographic_map wikiPageLength "5244".
- Generative_topographic_map wikiPageOutDegree "28".
- Generative_topographic_map wikiPageRevisionID "704922598".
- Generative_topographic_map wikiPageWikiLink Artificial_neural_network.
- Generative_topographic_map wikiPageWikiLink Category:Artificial_neural_networks.
- Generative_topographic_map wikiPageWikiLink Christopher_Bishop.
- Generative_topographic_map wikiPageWikiLink Connectionism.
- Generative_topographic_map wikiPageWikiLink Data_mining.
- Generative_topographic_map wikiPageWikiLink Deformational_modelling.
- Generative_topographic_map wikiPageWikiLink Density_networks.
- Generative_topographic_map wikiPageWikiLink Doctor_of_Philosophy.
- Generative_topographic_map wikiPageWikiLink Expectation–maximization_algorithm.
- Generative_topographic_map wikiPageWikiLink Gaussian_noise.
- Generative_topographic_map wikiPageWikiLink Generative_model.
- Generative_topographic_map wikiPageWikiLink Importance_sampling.
- Generative_topographic_map wikiPageWikiLink Latent_variable_model.
- Generative_topographic_map wikiPageWikiLink Linear_map.
- Generative_topographic_map wikiPageWikiLink Machine_learning.
- Generative_topographic_map wikiPageWikiLink Mixture_model.
- Generative_topographic_map wikiPageWikiLink Multilayer_perceptron.
- Generative_topographic_map wikiPageWikiLink Neighbourhood_(mathematics).
- Generative_topographic_map wikiPageWikiLink Neural_network_software.
- Generative_topographic_map wikiPageWikiLink Nonlinear_dimensionality_reduction.
- Generative_topographic_map wikiPageWikiLink Pattern_recognition.
- Generative_topographic_map wikiPageWikiLink Principal_component_analysis.
- Generative_topographic_map wikiPageWikiLink Radial_basis_function_network.
- Generative_topographic_map wikiPageWikiLink Self-organizing_map.
- Generative_topographic_map wikiPageWikiLinkText "Generative topographic map".
- Generative_topographic_map wikiPageWikiLinkText "generative topographic map".
- Generative_topographic_map wikiPageUsesTemplate Template:Empty_section.
- Generative_topographic_map subject Category:Artificial_neural_networks.
- Generative_topographic_map hypernym Machine.
- Generative_topographic_map type Software.
- Generative_topographic_map type Network.
- Generative_topographic_map type Redirect.
- Generative_topographic_map comment "Generative topographic map (GTM) is a machine learning method that is a probabilistic counterpart of the self-organizing map (SOM), is probably convergent and does not require a shrinking neighborhood or a decreasing step size. It is a generative model: the data is assumed to arise by first probabilistically picking a point in a low-dimensional space, mapping the point to the observed high-dimensional input space (via a smooth function), then adding noise in that space.".
- Generative_topographic_map label "Generative topographic map".
- Generative_topographic_map sameAs Q5532636.
- Generative_topographic_map sameAs m.0455yl.
- Generative_topographic_map sameAs Q5532636.
- Generative_topographic_map wasDerivedFrom Generative_topographic_map?oldid=704922598.
- Generative_topographic_map isPrimaryTopicOf Generative_topographic_map.