18 citations · 40 across the 4 of their papers we have counts for
4 papers
Continuity equation for probability as a requirement of inference over paths
Diego González, Daniela Díaz, Sergio Davis
In this work we present the fundamental ideas of inference over paths, and show how this formalism implies the continuity equation, which is central for the derivation of the main…
A Bayesian interpretation of abrupt phase transitions
Sergio Davis, Joaquín Peralta, Yasmín Navarrete +2
The formalism used in describing the thermodynamics of abrupt (or first-order) phase transitions is reviewed as an application of maximum entropy inference. In this treatment, we s…
Fitting of interatomic potentials without forces: a parallel particle swarm optimization algorithm
Diego González, Sergio Davis
We present a methodology for fitting interatomic potentials to ab initio data, using the particle swarm optimization (PSO) algorithm, needing only a set of positions and energies a…
Newtonian Dynamics from the principle of Maximum Caliber
Diego González, Sergio Davis, Gonzalo Gutiérrez
The foundations of Statistical Mechanics can be recovered almost in their entirety from the Principle of Maximum Entropy. In this work we show that its non-equilibrium generalizati…