Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation

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DBLP:conf/aaai/WolvertonH94 +, KSL-94-19 +  redirect page

Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +  Has identifier

Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +  Ksl tr id

Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +  Number

Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation

Bibtype  techreport

Has publishing details  1994

Has title  Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation

Has where published  KSL-94-19

Has year  1994

Title  Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation

Year  1994

Abstract  Techniques that traditionally have been us Techniques that traditionally have been useful for retrievingsame-domain analogies from small single-use knowledge bases, such asspreading activation and indexing on selected features, are inadequatefor retrieving cross-domain analogies from large multi-use knowledgebases. In this paper, we describe Knowledge-Directed SpreadingActivation (KDSA), a new method for retrieving analogies in a largesemantic network. KDSA uses task-specific knowledge to guide aspreading activation search to a case or concept in memory that meetsa desired similarity condition. Specifically, KDSA exploitsevaluations of near-analogies encountered during the search to directthe search toward progressively more promising analogies. We describea specific instantiation of this method for the task of innovativedesign, and we summarize the theoretical and experimental results usedto validate KDSA. experimental results usedto validate KDSA.

Note  Updated July.

Address  Seattle, Washington +

Author  Michael Wolverton and Barbara Hayes-Roth +

Has author  Michael Wolverton and Barbara Hayes-Roth +

Has identifier  Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +

Number  Retrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation +

Process note  YES +

Categories  KSL Technical Report +, Publication +, Technical Report +

 

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