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Full-text federated search in peer-t...
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Lu, Jie.
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Full-text federated search in peer-to-peer networks.
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Full-text federated search in peer-to-peer networks./
Author:
Lu, Jie.
Description:
148 p.
Notes:
Adviser: James P. Callan.
Contained By:
Dissertation Abstracts International68-09B.
Subject:
Computer Science. -
Online resource:
http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=3285253
ISBN:
9780549270782
Full-text federated search in peer-to-peer networks.
Lu, Jie.
Full-text federated search in peer-to-peer networks.
- 148 p.
Adviser: James P. Callan.
Thesis (Ph.D.)--Carnegie Mellon University, 2007.
Peer-to-peer (P2P) networks integrate autonomous computing resources without requiring a central coordinating authority, which makes them a potentially robust and scalable model for providing federated search capability to large-scale networks of text digital libraries. However, P2P networks have so far mostly used simple search techniques based on document names or controlled-vocabulary terms, and provided very limited support for full-text search of document contents.
ISBN: 9780549270782Subjects--Topical Terms:
626642
Computer Science.
Full-text federated search in peer-to-peer networks.
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Full-text federated search in peer-to-peer networks.
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148 p.
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Adviser: James P. Callan.
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Source: Dissertation Abstracts International, Volume: 68-09, Section: B, page: 6077.
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Thesis (Ph.D.)--Carnegie Mellon University, 2007.
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Peer-to-peer (P2P) networks integrate autonomous computing resources without requiring a central coordinating authority, which makes them a potentially robust and scalable model for providing federated search capability to large-scale networks of text digital libraries. However, P2P networks have so far mostly used simple search techniques based on document names or controlled-vocabulary terms, and provided very limited support for full-text search of document contents.
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This dissertation provides solutions to full-text federated search with relevance-based document ranking within an integrated framework of P2P network overlay, search, and evolution models. Previous notions of P2P network architectures are extended to define a network overlay model with desired content distribution and navigability. Existing approaches to federated search are adapted, and new methods are developed for resource representation, resource selection, and result merging in a network search model according to the unique characteristics of P2P networks. Furthermore, autonomous and decentralized algorithms to evolve the network topology into one with desired search-enhancing properties are proposed in a network evolution model to facilitate effective and efficient full-text federated search in dynamic environments.
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To demonstrate that the proposed solutions are both effective and practical, two P2P testbeds consisting of thousands of real-content text digital libraries and hundreds of thousands of automatically generated queries are developed. Evaluation using these testbeds provides strong empirical evidence that the approaches proposed in this dissertation provide a better combination of accuracy, efficiency and robustness than more common alternatives.
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http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=3285253
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