Statistical Decision Method in Learning Control Systems

Abstract

Statistical decision is an effective method to control an unknown system with the aid of incomplete or slight information (e.g., a few past control experiences about the system). The statistical decision method itself has no learning property. But adequate treatment of each element of decision theory (e.g., probability function, loss function, etc.) makes it possible for the statistical decision method to acquire learning property.