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cond-mat.dis-nn2018
Thermodynamics of Restricted Boltzmann Machines and related learning dynamics
Aurélien Decelle, Giancarlo Fissore, Cyril Furtlehner
We investigate the thermodynamic properties of a Restricted Boltzmann Machine (RBM), a simple energy-based generative model used in the context of unsupervised learning. Assuming t…
cond-mat.dis-nn2017★ 46 cited
Spectral Dynamics of Learning Restricted Boltzmann Machines
Aurélien Decelle, Giancarlo Fissore, Cyril Furtlehner
The Restricted Boltzmann Machine (RBM), an important tool used in machine learning in particular for unsupervized learning tasks, is investigated from the perspective of its spectr…