Clark School Home UMD
ECE

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

New Minor in Global Engineering Leadership

Khaligh Leads NSF-Funded REU and IRES Summer Programs 

Bridging the Gap between Microelectronics, Biological Systems

Alumnus Matthew Du awarded CLS Scholarship to study in Japan

Alumna Chakrabarti Named Distinguished Alumnus of IIT Kharagpur

‘Smart Marbles’ hold promise for better outcomes from bioreactors

Ulukus Named ECE Associate Chair for Graduate Studies

Alumnus Profile: Pratik Gupta

News Resources

Return to Newsroom

Search News

Archived News

Events Resources

Events Calendar

Additional Resources

UM Newsdesk

Faculty Experts