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- W2912289011 abstract "Generative modeling is a fundamental problem in machine learning with many potential applications. Efficient learning of generative models requires available prior knowledge to be exploited as much as possible. In this paper, we propose a method to exploit prior knowledge of relative dependence between features for learning generative models. Such knowledge is available, for example, when side-information on features is present. We incorporate the prior knowledge by forcing marginals of the learned generative model to follow a prescribed relative feature dependence. To this end, we formulate a regularization term using a kernel-based dependence criterion. The proposed method can be incorporated straightforwardly into many optimization-based learning schemes of generative models, including variational autoencoders and generative adversarial networks. We show the effectiveness of the proposed method in experiments with multiple types of datasets and models." @default.
- W2912289011 created "2019-02-21" @default.
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- W2912289011 date "2019-02-06" @default.
- W2912289011 modified "2023-09-23" @default.
- W2912289011 title "Regularizing generative models using knowledge of feature dependence" @default.
- W2912289011 hasPublicationYear "2019" @default.
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