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Paving the Way to an Effective and Efficient Retrieval of Data over Semantic Overlay Networks

Paving the Way to an Effective and Efficient Retrieval of Data over Semantic Overlay Networks

Federica Mandreoli, Riccardo Martoglia, Wilma Penzo, Simona Sassatelli, Giorgio Villani
Copyright: © 2009 |Pages: 25
ISBN13: 9781605660288|ISBN10: 1605660280|ISBN13 Softcover: 9781616925208|EISBN13: 9781605660295
DOI: 10.4018/978-1-60566-028-8.ch007
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MLA

Mandreoli, Federica, et al. "Paving the Way to an Effective and Efficient Retrieval of Data over Semantic Overlay Networks." The Semantic Web for Knowledge and Data Management, edited by Zongmin Ma and Huaiqing Wang, IGI Global, 2009, pp. 151-175. https://doi.org/10.4018/978-1-60566-028-8.ch007

APA

Mandreoli, F., Martoglia, R., Penzo, W., Sassatelli, S., & Villani, G. (2009). Paving the Way to an Effective and Efficient Retrieval of Data over Semantic Overlay Networks. In Z. Ma & H. Wang (Eds.), The Semantic Web for Knowledge and Data Management (pp. 151-175). IGI Global. https://doi.org/10.4018/978-1-60566-028-8.ch007

Chicago

Mandreoli, Federica, et al. "Paving the Way to an Effective and Efficient Retrieval of Data over Semantic Overlay Networks." In The Semantic Web for Knowledge and Data Management, edited by Zongmin Ma and Huaiqing Wang, 151-175. Hershey, PA: IGI Global, 2009. https://doi.org/10.4018/978-1-60566-028-8.ch007

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Abstract

In a Peer-to-Peer (P2P) system, a Semantic Overlay Network (SON) models a network of peers whose connections are influenced by the peers’ content, so that semantically related peers connect with each other. This is very common in P2P communities, where peers share common interests, and a peer can belong to more than one SON, depending on its own interests. Querying such a kind of systems is not an easy task: The retrieval of relevant data can not rely on flooding approaches which forward a query to the overall network. A way of selecting which peers are more likely to provide relevant answers is necessary to support more efficient and effective query processing strategies. This chapter presents a semantic infrastructure for routing queries effectively in a network of SONs. Peers are semantically rich, in that peers’ content is modelled with a schema on their local data, and peers are related each other through semantic mappings defined between their own schemas. A query is routed through the network by means of a sequence of reformulations, according to the semantic mappings encountered in the routing path. As reformulations may lead to semantic approximations, we define a fully distributed indexing mechanism which summarizes the semantics underlying whole subnetworks, in order to be able to locate the semantically best directions to forward a query to. In support of our proposal, we demonstrate through a rich set of experiments that our routing mechanism overtakes algorithms which are usually limited to the only knowledge of the peers directly connected to the querying peer, and that our approach is particularly successful in a SONs scenario.

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