activity
20182021
most citedOptimal steering to invariant distributions for networks flows

1 citations · 1 across the 4 of their papers we have counts for

collaborators

8 papers

math-ph2021

The most likely evolution of diffusing and vanishing particles: Schrodinger Bridges with unbalanced marginals

Yongxin Chen, Tryphon T. Georgiou, Michele Pavon

Stochastic flows of an advective-diffusive nature are ubiquitous in physical sciences. Of particular interest is the problem to reconcile observed marginal distributions with a giv…

eess.SY20211 cited

Optimal steering to invariant distributions for networks flows

Yongxin Chen, Tryphon T. Georgiou, Michele Pavon

We derive novel results on the ergodic theory of irreducible, aperiodic Markov chains. We show how to optimally steer the network flow to a stationary distribution over a finite or…

math.OC2020

Stochastic control liaisons: Richard Sinkhorn meets Gaspard Monge on a Schroedinger bridge

Yongxin Chen, Tryphon T. Georgiou, Michele Pavon

In 1931/32, Schroedinger studied a hot gas Gedankenexperiment, an instance of large deviations of the empirical distribution and an early example of the so-called maximum entropy i…

eess.SY2019

Covariance steering in zero-sum linear-quadratic two-player differential games

Yongxin Chen, Tryphon T. Georgiou, Michele Pavon

We formulate a new class of two-person zero-sum differential games, in a stochastic setting, where a specification on a target terminal state distribution is imposed on the players…

cs.LG2019

Probabilistic Kernel Support Vector Machines

Yongxin Chen, Tryphon T. Georgiou, Allen R. Tannenbaum

We propose a probabilistic enhancement of standard kernel Support Vector Machines for binary classification, in order to address the case when, along with given data sets, a descri…

math.OC2019

Optimal steering for non-Markovian Gaussian processes

Daniele Alpago, Yongxin Chen, Tryphon Georgiou +1

At present, the problem to steer a non-Markovian process with minimum energy between specified end-point marginal distributions remains unsolved. Herein, we consider the special ca…