DocumentCode :
3378158
Title :
Secured distributed document clustering & keyphrase extraction algorithm in structured Peer to Peer networks
Author :
Nair, Vijith Vijayakumaran ; Judith, J.E. ; JayaKumari, J.
Author_Institution :
Dept. of Comput. Sci. & Eng., Noorul Islam Centre for Higher Educ., Kumaracoil, India
fYear :
2011
fDate :
21-22 July 2011
Firstpage :
151
Lastpage :
156
Abstract :
A secured Hierarchically Distributed Peer-to-Peer (HDP2PC) architecture and Clustering algorithm is used to overcome the scalability problem in structured peer to peer networks. It is possible to incorporate any number of layers of nodes. The architecture is based on a multilayer overlay network of peer neighbourhoods. Supernodes, which act as representatives of neighbourhoods, are iteratively grouped to form higher level neighbourhoods. Within a certain level of the hierarchy, peers cooperate within their respective neighbourhoods to perform P2P clustering. A novel approach is proposed while indexing the documents in to various nodes arranged in hierarchy. A hashing mechanism is used to index the documents. A number of filters are applied as parameters thereby reducing the number of comparisons required to extract keyphrases. Distributed key phrase extraction algorithm is used to extract patterns by interpreting clusters stored in the neighbour workstations. The query can be applied for loosely structured format also. Speedup is provided by manipulating the neighbourhood size and height parameters. Privacy is also provided to data inside the peers. No data is shared between the peer nodes. Security can be enforced in the peers while clustering is performed.
Keywords :
cryptography; data mining; document handling; file organisation; peer-to-peer computing; HDP2PC architecture; P2P clustering; clustering algorithm; document indexing; hashing mechanism; keyphrase extraction algorithm; loosely structured format; multilayer overlay network; pattern extract; secured distributed document clustering; secured hierarchically distributed peer-to-peer architecture; structured peer to peer networks; supernodes; Approximation algorithms; Clustering algorithms; Computer architecture; Data mining; Data models; Peer to peer computing; Signal processing algorithms; associativity; distributed document clustering; hierarchical P2P network; keyphrases; supernodes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing, Communication, Computing and Networking Technologies (ICSCCN), 2011 International Conference on
Conference_Location :
Thuckafay
Print_ISBN :
978-1-61284-654-5
Type :
conf
DOI :
10.1109/ICSCCN.2011.6024533
Filename :
6024533
Link To Document :
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