Fluid concepts and creative analogies: computer models of the fundamental mechanisms of thought
Fluid concepts and creative analogies: computer models of the fundamental mechanisms of thought
Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability
Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability
Metaphors and heuristic-driven theory projection (HDTP)
Theoretical Computer Science - Algebraic methods in language processing
Rigid Flexibility: The Logic of Intelligence (Applied Logic Series)
Rigid Flexibility: The Logic of Intelligence (Applied Logic Series)
Analogy as Integrating Framework for Human-Level Reasoning
Proceedings of the 2008 conference on Artificial General Intelligence 2008: Proceedings of the First AGI Conference
Restricted higher-order anti-unification for analogy making
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Heuristics: The Foundations of Adaptive Behavior
Heuristics: The Foundations of Adaptive Behavior
Syntactic principles of heuristic-driven theory projection
Cognitive Systems Research
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Humans are without any doubts the prototypical example of agents that can hold rational beliefs and can show rational behavior. If an AGI system is intended to model the full breadth of human-level intelligence, it is reasonable to take the remarkable abilities of humans into account with respect to rational behavior, but also the apparent deficiencies of humans in certain rationality tasks. Based on well-known challenges for human rationality (Wason-Selection task and Tversky & Kahneman's Linda problem) we propose that rational belief of humans is based on cognitive mechanisms like analogy making and coherence maximization of the background theory. The analogy making framework Heuristic-Driven Theory Projection (HDTP) can be used for implementing these cognitive mechanisms.