Research output: Contribution to journal › Conference article › peer-review
Sophia : A novel approach for textual case-based reasoning. / Patterson, David; Rooney, Niall; Dobrynin, Vladimir; Galushka, Mykola.
In: IJCAI International Joint Conference on Artificial Intelligence, 01.12.2005, p. 15-20.Research output: Contribution to journal › Conference article › peer-review
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TY - JOUR
T1 - Sophia
T2 - 19th International Joint Conference on Artificial Intelligence, IJCAI 2005
AU - Patterson, David
AU - Rooney, Niall
AU - Dobrynin, Vladimir
AU - Galushka, Mykola
PY - 2005/12/1
Y1 - 2005/12/1
N2 - In this paper we present a novel methodology for textual case-based reasoning. This technique is unique in that it automatically discovers case and similarity knowledge, is language independent, is scaleable and facilitates semantic similarity between cases to be carried out inherently without the need for domain knowledge. In addition it provides an insight into the thematical content of the case-base as a whole, which enables users to better structure queries. We present an analysis of the competency of the system by assessing the quality of the similarity knowledge discovered and show how it is ideally suited to case-based retrieval (querying by example).
AB - In this paper we present a novel methodology for textual case-based reasoning. This technique is unique in that it automatically discovers case and similarity knowledge, is language independent, is scaleable and facilitates semantic similarity between cases to be carried out inherently without the need for domain knowledge. In addition it provides an insight into the thematical content of the case-base as a whole, which enables users to better structure queries. We present an analysis of the competency of the system by assessing the quality of the similarity knowledge discovered and show how it is ideally suited to case-based retrieval (querying by example).
UR - http://www.scopus.com/inward/record.url?scp=84880744783&partnerID=8YFLogxK
M3 - Conference article
AN - SCOPUS:84880744783
SP - 15
EP - 20
JO - IJCAI
JF - IJCAI
SN - 1045-0823
Y2 - 30 July 2005 through 5 August 2005
ER -
ID: 36369430