Path search between concepts over a semantic network is an issue of great interest for many applications, such as explanation generation and query expansion. In this study a new approach is proposed, to guide navigation over a collaborative concept network, in order to discover path between concepts. The method uses a semantic heuristic based on proximity measures, which reflects the collective knowledge embedded in search engines. The experiments held on the Wikipedia network and Bing search engine on a range of different semantic measures show that the proposed approach outperforms state of the art search methods.

Heuristic semantic walk: Browsing a collaborative network with a search engine-based heuristic

MILANI, Alfredo
2013-01-01

Abstract

Path search between concepts over a semantic network is an issue of great interest for many applications, such as explanation generation and query expansion. In this study a new approach is proposed, to guide navigation over a collaborative concept network, in order to discover path between concepts. The method uses a semantic heuristic based on proximity measures, which reflects the collective knowledge embedded in search engines. The experiments held on the Wikipedia network and Bing search engine on a range of different semantic measures show that the proposed approach outperforms state of the art search methods.
2013
Inglese
Inglese
COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2013, PT IV
13th International Conference on Computational Science and Its Applications (ICCSA)
7974
643
656
14
978-3-64-239648-9
http://dx.doi.org/10.1007/978-3-642-39649-6_46
Springer-Verlag
Esperti anonimi
JUN 24-27, 2013
Ho Chi Minh City, VIETNAM
Internazionale
Collaborative network
Data mining
Heuristics
Information extraction
Query expansion
Semantic similarity measures
heuristics
information extraction
query expansion
semantic similarity measures
collaborative network
data mining
WOS:000335140700046
2
none
Franzoni, Valentina; Milani, Alfredo
273
info:eu-repo/semantics/conferenceObject
4 Contributo in Atti di Convegno (Proceeding)::4.1 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14085/43049
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