Articles liés à Toward Peer-to-Peer Based Semantic Search Engines:...

Toward Peer-to-Peer Based Semantic Search Engines: An Organizational Approach - Couverture souple

Zhang, Haizheng; Lesser, Victor

 
9783639084795: Toward Peer-to-Peer Based Semantic Search Engines: An Organizational Approach
Couverture souple
ISBN 10 : 3639084799 ISBN 13 : 9783639084795
Editeur : VDM Verlag Dr. Mueller E.K., 2008

Synopsis

This book frames a peer-to-peer information retrieval problem as a multi-agent framework and attacks it from an organizational perspective by exploring various adaptive, self-organizing topological organizations, designing appropriate coordination strategies, and exploiting learning techniques to create more accurate routing policy for large-scale agent organizations. In addition, a reinforcement-learning based approach is developed in this thesis to take advantage of the run-time characteristics of P2P IR systems, including environmental parameters, bandwidth usage, and historical information about past search sessions. In the learning process, agents refine their content routing policies by constructing relatively accurate routing tables based on a Q-learning algorithm. Experimental results show that this learning algorithm considerably improves the performance of distributed search sessions in P2P IR systems. The book is addressed to researchers and practitioners in information retrieval and search engine, content-based routing areas.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
VDM Verlag Dr. Mueller E.K.
Date d'édition
2008
Langue
anglais
ISBN 10 
3639084799
ISBN 13 
9783639084795
Reliure
Broché
Nombre de pages
164
Coordonnées du fabricant
non disponible
Personne responsable
non disponible