2014
DOI: 10.1007/s11299-014-0143-y
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Bounded rationality in problem solving: Guiding search with domain-independent heuristics

Abstract: Humans exhibit the remarkable ability to solve complex, multi-step problems despite their limited capacity for search. We review the standard theory of problem solving, which posits that heuristic guidance makes this possible, but we also note that most studies have emphasized the role of domain-specific heuristics, which are not available for unfamiliar tasks, over more general ones. We describe FPS, a flexible architecture for problem solving that supports a variety of different strategies and heuristics, an… Show more

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Cited by 3 publications
(3 citation statements)
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“…While individual behavior has been extensively studied in experimental work on human problem solving (c.f., Newell and Simon, 1972;Kotovsky et al, 1985;Langley et al, 2014), these investigations have generally been restricted to problems that have clearly defined goals and the agents know when these have been accomplished. In contrast, the NK model assumes that the solution -the global optimum -is not known-neither its location nor its value (c.f.…”
Section: Behavioral Plausibility Of Nk Modelsmentioning
confidence: 99%
“…While individual behavior has been extensively studied in experimental work on human problem solving (c.f., Newell and Simon, 1972;Kotovsky et al, 1985;Langley et al, 2014), these investigations have generally been restricted to problems that have clearly defined goals and the agents know when these have been accomplished. In contrast, the NK model assumes that the solution -the global optimum -is not known-neither its location nor its value (c.f.…”
Section: Behavioral Plausibility Of Nk Modelsmentioning
confidence: 99%
“…A c c e p t e d M a n u s c r i p t 32 While individual behavior has been extensively studied in experimental work on human problem solving (c.f., Newell and Simon, 1972;Kotovsky et al, 1985;Langley et al, 2014), these investigations have generally been restricted to problems that have clearly defined goals and the agents know when these have been accomplished. In contrast, the NK model assumes that the solution -the global optimum -is not known-neither its location nor its value (c.f.…”
Section: Behavioral Plausibility Of Nk Models Downloaded By [Mcmastermentioning
confidence: 99%
“…Una tarea abierta es un desarrollo tecnológico o un proyecto de investigación. La diferencia es que, en el primer caso, la solución del problema pasa por encontrar el camino de respuesta y la respuesta correcta, lo que dado que los estados son definibles se puede realizar algorítmicamente (por ejemplo, evaluando la discrepancia entre estados ideales y estados actuales) [11]. Una tarea abierta, por el contrario, requiere que el solucionador construya el espacio de tarea llenando vacíos en un espacio muy amplio de opciones [12].…”
Section: Tipos De Tareasunclassified