NDLI: Distributed Representations of Object-oriented Speciications for Analogical Mapping

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Distributed Representations of Object-oriented Speciications for Analogical Mapping

Content Provider	Semantic Scholar
Author	Ellingsen, Mapping Barry Kristian
Copyright Year	1997
Abstract	In this paper a distributed connectionist-based algorithm for analogical mapping is introduced, where the Labeling Recursive Auto-Associative Memory (LRAAM) (Sperduti 1993) network is used for computing \distributed representations" of object-oriented speci cation components. Two types of constraints are considered in this work: semantic and structural. Semantic constraints impose the restriction that the elements, one from a previous solved solution and another from a new problem, must share some common meaning to be mapped, whereas structural constraints impose the restriction that the elements must exist in similar structural relationships to be mapped. The proposed mapping algorithm is tested in the domain of software engineering, where the aim is to use analogical reasoning in the reuse process of object-oriented speci cations. This paper demonstrates that under certain conditions the LRAAM network is capable of computing similar \distributed representations" for similar object-oriented speci cations. Further, the \distributed representations" can be used to establish a mapping between a pair of object-oriented speci cations, represented in a graph notation. The results of the mapping experiments report promising results, and demonstrates that the LRAAM network has the potential for being used in the mapping process of analogical reasoning.
File Format	PDF HTM / HTML
Alternate Webpage(s)	http://www.ifi.uib.no/staff/barry/IFI-60.ps.gz
Language	English
Access Restriction	Open
Content Type	Text
Resource Type	Article

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