Semi-Automated Construction of Decision-Theoretic Models of Human Behavior

Publication Type: 
Authors: 
Richard John
Heather Rosoff
David V Pynadath
Description/Abstract: 
Abstract Multiagent social simulation provides a powerful mechanism for policy makers to understand the potential outcomes of their decisions before implementing them. However, the value of such simulations depends on the accuracy of their underlying agent models. In this work, we present a method for automatically exploring a space of decision-theoretic models to arrive at a multiagent social simulation that is consistent with human behavior data. We start with a factored Partially Observable Markov Decision Process (POMDP) ...