On the Information Theoretic Distance Measures and Bidirectional Helmholtz Machines

16 Jul 2018Mahdi AzarafroozXuan ZhaoSepehr Akhavan-Masouleh

By establishing a connection between bi-directional Helmholtz machines and information theory, we propose a generalized Helmholtz machine. Theoretical and experimental results show that given \textit{shallow} architectures, the generalized model outperforms the previous ones substantially...

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