Mixed integer programming formulation of unsupervised learning

01/20/2020

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by   Arturo Berrones-Santos, et al.

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A novel formulation and training procedure for full Boltzmann machines in terms of a mixed binary quadratic feasibility problem is given. As a proof of concept, the theory is analytically and numerically tested on XOR patterns.