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What regularized auto-encoders learn from the data-generating distribution
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2014
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Underlying Data-generating DistributionEngineeringMachine LearningData ScienceManifold LearningAutoencodersManifold ModelingAuto-encoder VariantsGenerative ModelsGenerative ModelComputer ScienceAuto-encoders LearnLocal Manifold StructureNonlinear Dimensionality ReductionDeep Learning
What do auto-encoders learn about the underlying data-generating distribution? Recent work suggests that some auto-encoder variants do a good job of capturing the local manifold structure of data. ...