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- Helmholtz_machine abstract "The Helmholtz machine is a type of artificial neural network that can account for the hidden structure of a set of data by being trained to create a generative model of the original set of data. The hope is that by learning economical representations of the data, the underlying structure of the generative model should reasonably approximate the hidden structure of the data set. A Helmholtz machine contains two networks, a bottom-up recognition network that takes the data as input and produces a distribution over hidden variables, and a top-down \"generative\" network that generates values of the hidden variables and the data itself.Helmholtz machines are usually trained using an unsupervised learning algorithm, such as the wake-sleep algorithm.Helmholtz machines may also be used in applications requiring a supervised learning algorithm (e.g. character recognition, or position-invariant recognition of an object within a field).".
- Helmholtz_machine wikiPageExternalLink helmholtz.htmlxe2x80x94Hintons.
- Helmholtz_machine wikiPageID "1222568".
- Helmholtz_machine wikiPageLength "1707".
- Helmholtz_machine wikiPageOutDegree "12".
- Helmholtz_machine wikiPageRevisionID "694269259".
- Helmholtz_machine wikiPageWikiLink Artificial_neural_network.
- Helmholtz_machine wikiPageWikiLink Autoencoder.
- Helmholtz_machine wikiPageWikiLink Boltzmann_machine.
- Helmholtz_machine wikiPageWikiLink Category:Artificial_neural_networks.
- Helmholtz_machine wikiPageWikiLink Category:Hermann_von_Helmholtz.
- Helmholtz_machine wikiPageWikiLink Generative_model.
- Helmholtz_machine wikiPageWikiLink Hermann_von_Helmholtz.
- Helmholtz_machine wikiPageWikiLink Hopfield_network.
- Helmholtz_machine wikiPageWikiLink Representations.
- Helmholtz_machine wikiPageWikiLink Restricted_Boltzmann_machine.
- Helmholtz_machine wikiPageWikiLink Unsupervised_learning.
- Helmholtz_machine wikiPageWikiLink Wake-sleep_algorithm.
- Helmholtz_machine wikiPageWikiLinkText "Helmholtz Machine".
- Helmholtz_machine wikiPageWikiLinkText "Helmholtz machine".
- Helmholtz_machine wikiPageUsesTemplate Template:Compu-AI-stub.
- Helmholtz_machine wikiPageUsesTemplate Template:Reflist.
- Helmholtz_machine subject Category:Artificial_neural_networks.
- Helmholtz_machine subject Category:Hermann_von_Helmholtz.
- Helmholtz_machine hypernym Network.
- Helmholtz_machine type Broadcaster.
- Helmholtz_machine type Network.
- Helmholtz_machine comment "The Helmholtz machine is a type of artificial neural network that can account for the hidden structure of a set of data by being trained to create a generative model of the original set of data. The hope is that by learning economical representations of the data, the underlying structure of the generative model should reasonably approximate the hidden structure of the data set.".
- Helmholtz_machine label "Helmholtz machine".
- Helmholtz_machine sameAs Q5709357.
- Helmholtz_machine sameAs m.04jr_9.
- Helmholtz_machine sameAs Q5709357.
- Helmholtz_machine wasDerivedFrom Helmholtz_machine?oldid=694269259.
- Helmholtz_machine isPrimaryTopicOf Helmholtz_machine.