Clark School Home UMD
ECE

News Story

ECE Faculty and Alumni Co-Author Book on Markov Decision Processes

ECE Faculty and Alumni Co-Author Book on Markov Decision Processes


A new book titled Simulation-based Algorithms for Markov Decision Processes was co-written by four authors with ties to the Electrical and Computer Engineering Department: former ECE Chair and current Professor Steve Marcus (ECE/ISR); Professor Michael Fu (BUS/ECE/ISR); former Institute for Systems Research (ISR) postdoctoral researcher Hyeong Soo Chang, who now teaches at Sogang University in Seoul, Korea; and ECE alumnus Jiaqiao Hu, who was advised by Marcus and Fu and is now an assistant professor at SUNY Stony Brook University.

The new publication, part of the Springer's Communications and Control Engineering series, explores Markov decision processes (MDP). MDPs are widely used for modeling sequential decision-making problems that arise in engineering, economics, computer science, and the social sciences. The book helps provide sampling and population-based numerical algorithms to overcome the difficulties of computing an optimal solution using MDP models in terms of a policy or value function.

Specific approaches used in the book include multi-stage adaptive sampling, evolutionary policy iteration, evolutionary random policy search, and model reference adaptive search. The book provides specific algorithms, illustrative numerical examples and rigorous theoretical convergence results. The new book should appeal not only to researchers in MDPs, stochastic modeling and control, and simulation but should also be a valuable reference for students of control and operations research.

For more information about the book, visit the Springer website.

February 26, 2007


Prev   Next

Current Headlines

University of Maryland Breaks Ground for A. James Clark Hall

Mayergoyz and McAvoy Publish Unique Text on Electric Power Engineering

UMD Startup Shell Kicks Off Launch Campaign for Innovation Fund

Engineering systems for mental health work by Espy-Wilson, Resnik, Vaughn-Cooke featured in Newsweek

UMD Cyber Experts Discover Lapses in Heartbleed Bug Fix

Support Engineering Student Initiatives Through Launch UMD

Liu Elected to IEEE Board of Directors

Clark School Alumnus Kub Honored for LED Material Innovation

News Resources

Return to Newsroom
Search News
Archived News

Events Resources

Events Calendar

Additional Resources

UM Newsdesk
Faculty Experts