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Maximization of Potential Information Flow as a Universal Utility for Collective Behaviour
(Institute of Electrical and Electronics Engineers (IEEE), 2007)
We explore how information theoretic quantities such as potential information flow (empowerment) can be used as a drive toward complex collective behaviour in the context of multi-agent systems. In a first experiment, we ...
Kernelizing LSPE λ
(Institute of Electrical and Electronics Engineers (IEEE), 2007)
We propose the use of kernel-based methods as underlying function approximator in the least-squares based policy evaluation framework of LSPE(λ) and LSTD(λ). In particular we present the ‘kernelization’ of model-free ...
Grounding Action-Selection in Event-Based Anticipation
(2007)
Anticipation is one of the key aspects involved in flexible and adaptive behavior. The ability for an autonomous agent to extract a relevant model of its coupling with the environment and of the environment itself can ...
Information-Theoretic Modeling of Sensory Ecology: Channels of Organism-Specific Meaningful Information
(MIT Press, 2007)
Information theory developed by C. Shannon and his followers in the mathematical theory of communication surprisingly but successfully abstracted away from two questions: (1) the origin and maintenance of information ...
How Information and Embodiment Shape Intelligent Information Processing
(2007)
Embodied artificial intelligence is based on the notion that cognition and action emerge from interactions between brain, body and environment. This chapter sketches a set of foundational principles that might be useful ...
Construction of an Internal Predictive Model by Event Anticipation
(2007)
We introduce information-theoretic tools that can be used in an autonomous agent for constructing an internal predictive model based on event anticipation. This model relies on two different kinds of predictive relationships: ...
Foundations and formalizations of self-organization
(Springer Nature, 2007)
In the study of complex systems, the relevance of the phenomenon of self-organization is ubiquitous. For example the stripe formation in morphogenesis (Meinhardt 1972, 1982) reaction-diffusion automata (Turing 1952) the ...
Representations of Space and Time in the Maximization of Information Flow in the Perception-Action Loop
(2007)
Sensor evolution in nature aims at improving the acquisition of information from the environment and is intimately related with selection pressure toward adaptivity and robustness. Our work in the area indicates that ...