Title :
A Dynamic Cluster Construction Method Based on Query Characteristics in Peer-to-Peer Networks
Author :
Kobayashi, Yukie ; Watanabe, Toshiki ; Kanzaki, Akimitsu ; Yoshihisa, Tomoki ; Hara, Takahiro ; Nishio, Shojiro
Author_Institution :
Dept. of Multimedia Eng., Osaka Univ., Suita, Japan
Abstract :
To improve the efficiency of information retrieval in P2P networks, there have been many researches on categorizing data items and clustering peers. In almost all these researches, the number of categories and the policy of categorization are predetermined and static. However, users´ requirements for information retrieval dynamically change. This leads to undesired increase of network traffic. In this paper, we propose a dynamic cluster construction method based on query characteristics and a search method using dynamic cluster. Our method dynamically constructs clusters, when the access frequencies for certain data items increase. This approach can reduce the number of query messages for searching data items further than static clustering methods.
Keywords :
information retrieval; peer-to-peer computing; P2P networks; categorization; categorizing data items; clustering peers; dynamic cluster construction method; information retrieval; network traffic; peer-to-peer networks; query characteristics; query messages; static clustering method; Clustering methods; Computer networks; Data engineering; Frequency; Information retrieval; Information science; Multimedia systems; Peer to peer computing; Search methods; Telecommunication traffic; dynamic cluster; peer-to-peer networks; query characteristics;
Conference_Titel :
Advances in P2P Systems, 2009. AP2PS '09. First International Conference on
Conference_Location :
Sliema
Print_ISBN :
978-1-4244-5084-8
Electronic_ISBN :
978-0-7695-3831-0
DOI :
10.1109/AP2PS.2009.34