Automated Machine Learning, Bounded Rationality, and Rational Metareasoning
Eyke Hüllermeier,
Felix Mohr,
Alexander Tornede
et al.
Abstract:The notion of bounded rationality originated from the insight that perfectly rational behavior cannot be realized by agents with limited cognitive or computational resources. Research on bounded rationality, mainly initiated by Herbert Simon, has a longstanding tradition in economics and the social sciences, but also plays a major role in modern AI and intelligent agent design. Taking actions under bounded resources requires an agent to reflect on how to use these resources in an optimal way -hence, to reason … Show more
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