6 citations · 7 across the 4 of their papers we have counts for
5 papers
On the equivalence of different adaptive batch size selection strategies for stochastic gradient descent methods
Luis Espath, Sebastian Krumscheid, Raúl Tempone +1
In this study, we demonstrate that the norm test and inner product/orthogonality test presented in \cite{Bol18} are equivalent in terms of the convergence rates associated with Sto…
Information-based Variational Model Reduction of high-dimensional Reaction Networks
Markos A. Katsoulakis, Pedro Vilanova
In this work we present new scalable, information theory-based variational methods for the efficient model reduction of high-dimensional deterministic and stochastic reaction netwo…
An Efficient Forward-Reverse Expectation-Maximization Algorithm for Statistical Inference in Stochastic Reaction Networks
Christian Bayer, Alvaro Moraes, Raul Tempone +1
In this work, we present an extension to the context of Stochastic Reaction Networks (SRNs) of the forward-reverse representation introduced in "Simulation of forward-reverse stoch…
A multilevel adaptive reaction-splitting simulation method for stochastic reaction networks
Alvaro Moraes, Raul Tempone, Pedro Vilanova
Stochastic modeling of reaction networks is a framework used to describe the time evolution of many natural and artificial systems, including, biochemical reactive systems at the m…
Mean-Field Learning: a Survey
Hamidou Tembine, Raul Tempone, Pedro Vilanova
In this paper we study iterative procedures for stationary equilibria in games with large number of players. Most of learning algorithms for games with continuous action spaces are…