Sensible Decisions: Toward a Theory of Decision-Theoretic Information Invariants

Book One

Volume

Proceedings of the AAAI Conference on Artificial Intelligence, 12

Perception

We propose a decision-theoretic notion of invariance in bounded rational decision making. We show how optimal decision making in sensory robotics can be approximately preserved under transformations of the decision rule. In particular, we present a decision theoretic analysis of the use of visual routines in action arbitration in real-time robot soccer. In this domain, stochastic dominance, and therefore decisions, can be sensed approximately from the environment, and we exploit this in our decision making.