TY - GEN
T1 - Efficient semantic-aware detection of near duplicate resources
AU - Ioannou, Ekaterini
AU - Papapetrou, Odysseas
AU - Skoutas, Dimitrios
AU - Nejdl, Wolfgang
PY - 2010
Y1 - 2010
N2 - Efficiently detecting near duplicate resources is an important task when integrating information from various sources and applications. Once detected, near duplicate resources can be grouped together, merged, or removed, in order to avoid repetition and redundancy, and to increase the diversity in the information provided to the user. In this paper, we introduce an approach for efficient semantic-aware near duplicate detection, by combining an indexing scheme for similarity search with the RDF representations of the resources. We provide a probabilistic analysis for the correctness of the suggested approach, which allows applications to configure it for satisfying their specific quality requirements. Our experimental evaluation on the RDF descriptions of real-world news articles from various news agencies demonstrates the efficiency and effectiveness of our approach.
AB - Efficiently detecting near duplicate resources is an important task when integrating information from various sources and applications. Once detected, near duplicate resources can be grouped together, merged, or removed, in order to avoid repetition and redundancy, and to increase the diversity in the information provided to the user. In this paper, we introduce an approach for efficient semantic-aware near duplicate detection, by combining an indexing scheme for similarity search with the RDF representations of the resources. We provide a probabilistic analysis for the correctness of the suggested approach, which allows applications to configure it for satisfying their specific quality requirements. Our experimental evaluation on the RDF descriptions of real-world news articles from various news agencies demonstrates the efficiency and effectiveness of our approach.
U2 - 10.1007/978-3-642-13489-0_10
DO - 10.1007/978-3-642-13489-0_10
M3 - Conference contribution
SN - 978-3-642-13488-3
T3 - Lecture Notes in Computer Science
SP - 136
EP - 150
BT - The Semantic Web: Research and Applications
PB - Springer
CY - Berlin
T2 - 7th Extended Semantic Web Conference
Y2 - 30 May 2010 through 2 June 2010
ER -