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- Helmholtz_machine abstract "The Helmholtz machine is a name used by Geoff Hinton to describe a class of neural networks which learn the hidden structure of a set of data by being trained to create a generative model which can produce 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. This is an unsupervised learning algorithm.The networks are characterized by bottom-up and top-down (reentrant) connections between layers of stochastic elements. The wake-sleep algorithm is an unsupervised learning rule which has been suggested as a means to train the Helmholtz machine.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.html.
- Helmholtz_machine wikiPageID "1222568".
- Helmholtz_machine wikiPageRevisionID "523551260".
- Helmholtz_machine hasPhotoCollection Helmholtz_machine.
- Helmholtz_machine subject Category:Neural_networks.
- Helmholtz_machine type Abstraction100002137.
- Helmholtz_machine type Communication100033020.
- Helmholtz_machine type ComputerArchitecture106725249.
- Helmholtz_machine type Description106724763.
- Helmholtz_machine type Message106598915.
- Helmholtz_machine type NeuralNetwork106725467.
- Helmholtz_machine type NeuralNetworks.
- Helmholtz_machine type Specification106725067.
- Helmholtz_machine type Statement106722453.
- Helmholtz_machine comment "The Helmholtz machine is a name used by Geoff Hinton to describe a class of neural networks which learn the hidden structure of a set of data by being trained to create a generative model which can produce 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 m.04jr_9.
- Helmholtz_machine sameAs Q5709357.
- Helmholtz_machine sameAs Q5709357.
- Helmholtz_machine sameAs Helmholtz_machine.
- Helmholtz_machine wasDerivedFrom Helmholtz_machine?oldid=523551260.
- Helmholtz_machine isPrimaryTopicOf Helmholtz_machine.