Proteus: Visuospatial analogy in problem-solving

被引:14
|
作者
Davies, Jim [1 ]
Goel, Ashok K. [2 ]
Yaner, Patrick W. [2 ]
机构
[1] Carleton Univ, Inst Cognit Sci, Ottawa, ON K1S 5B6, Canada
[2] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
关键词
Analogy; Visual reasoning; Problem-solving; Case-based reasoning; Diagrammatic reasoning;
D O I
10.1016/j.knosys.2008.03.035
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We hypothesize that visuospatial knowledge alone is sufficient for analogical transfer of problem-solving procedures. We developed a theory of visuospatial analogical problem-solving. Proteus, our implemented program. provides a content account, with vocabulary and data structures, and a process account, with methods and algorithms. Proteus addresses all major subtasks of analogy, and identifies a new subtask: dynamic mapping generation between the intermediate knowledge states in the source and the target, when a step in the transferred procedure creates a new object. Examining the limitations of use of visuospatial knowledge alone, we help identify the functional roles of non-visuospatial knowledge. (c) 2008 Elsevier B.V. All rights reserved.
引用
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页码:636 / 654
页数:19
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