28 citations · 254 across the 22 of their papers we have counts for
3 papers · 1 filter
A maximum entropy approach to H-theory: Statistical mechanics of hierarchical systems
Giovani L. Vasconcelos, Domingos S. P. Salazar, A. M. S. Macêdo
A novel formalism, called H-theory, is applied to the problem of statistical equilibrium of a hierarchical complex system with multiple time and length scales. In this approach, th…
Nonequilibrium Thermodynamics of Restricted Boltzmann Machines
Domingos S. P. Salazar
In this work, we analyze the nonequilibrium thermodynamics of a class of neural networks known as Restricted Boltzmann Machines (RBMs) in the context of unsupervised learning. We s…
Universality Classes of Fluctuation Dynamics in Hierarchical Complex Systems
A. M. S. Macedo, I. R. R. Gonzales, D. S. P. Salazar +1
A unified approach is proposed to describe the statistics of the short time dynamics of multiscale complex systems. The probability density function of the relevant time series (si…