Title :
Empowerment: a universal agent-centric measure of control
Author :
Klyubin, Alexander S. ; Polani, Daniel ; Nehaniv, Chrystopher L.
Author_Institution :
Adaptive Syst., Hertfordshire Univ., Hatfield
Abstract :
The classical approach to using utility functions suffers from the drawback of having to design and tweak the functions on a case by case basis. Inspired by examples from the animal kingdom, social sciences and games we propose empowerment, a rather universal function, defined as the information-theoretic capacity of an agent´s actuation channel. The concept applies to any sensorimotor apparatus. Empowerment as a measure reflects the properties of the apparatus as long as they are observable due to the coupling of sensors and actuators via the environment. Using two simple experiments we also demonstrate how empowerment influences sensor-actuator evolution
Keywords :
actuators; information theory; sensors; agent actuation channel; animal kingdom; games; information-theoretic capacity; sensor-actuator evolution; sensorimotor apparatus; social sciences; universal agent-centric control measure; utility functions; Actuators; Adaptive systems; Animals; Computer science; Educational institutions; Evolution (biology); Evolutionary computation; Feedback; Humans; Organisms;
Conference_Titel :
Evolutionary Computation, 2005. The 2005 IEEE Congress on
Print_ISBN :
0-7803-9363-5
DOI :
10.1109/CEC.2005.1554676