activity
20122022
most citedGraphon Mean Field Games and the GMFG Equations

76 citations · 299 across the 24 of their papers we have counts for

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Showing 2018Show all

6 papers · 1 filter

math.PR2018

The density evolution of the killed Mckean-Vlasov process

Peter E. Caines, Daniel Ho, Qingshuo Song

The study of the density evolution naturally arises in Mean Field Game theory for the estimation of the density of the large population dynamics. In this paper, we study the densit…

eess.SY2018★ 27 cited

Convex Analysis for LQG Systems with Applications to Major Minor LQG Mean-Field Game Systems

Dena Firoozi, Sebastian Jaimungal, Peter E. Caines

We develop a convex analysis approach for solving LQG optimal control problems and apply it to major-minor (MM) LQG mean-field game (MFG) systems. The approach retrieves the best r…

math.OC2018★ 23 cited

-Nash Equilibria for Major Minor LQG Mean Field Games with Partial Observations of All Agents

Dena Firoozi, Peter E. Caines

The partially observed major minor LQG and nonlinear mean field game (PO MM LQG MFG) systems where it is assumed the major agent's state is partially observed by each minor agent,…

eess.SY2018

A Class of Hybrid LQG Mean Field Games with State-Invariant Switching and Stopping Strategies

Dena Firoozi, Ali Pakniyat, Peter E. Caines

A novel framework is presented that combines Mean Field Game (MFG) theory and Hybrid Optimal Control (HOC) theory to obtain a unique -Nash equilibrium for a non-cooperative game…

math.OC2018★ 1 cited

Mean Field Game Systems with Common Noise and Markovian Latent Processes

Dena Firoozi, Peter E. Caines, Sebastian Jaimungal

In many stochastic games stemming from financial models, the environment evolves with latent factors and there may be common noise across agents' states. Two classic examples are:…

math.OC2018★ 73 cited

Graphon Control of Large-scale Networks of Linear Systems

Shuang Gao, Peter E. Caines

To achieve control objectives for extremely large-scale complex networks using standard methods is essentially intractable. In this work a theory of the approximate control of comp…