北京邮电大学学报

  • EI核心期刊

北京邮电大学学报 ›› 2013, Vol. 36 ›› Issue (5): 10-14.doi: 10.13190/j.jbupt.2013.05.003

• 论文 • 上一篇    下一篇

语义相似哈希构建语义DHT网络

张春红1, 尹航1, 纪阳1, 程时端2   

  1. 1. 北京邮电大学 信息与通信工程学院, 北京 100876;
    2. 北京邮电大学 网络与交换技术国家重点实验室, 北京 100876
  • 收稿日期:2012-08-08 出版日期:2013-10-31 发布日期:2013-08-09
  • 作者简介:张春红(1971-),女,讲师,E-mail:zhangch.bupt.001@gmail.com.
  • 基金资助:

    国家科技重大专项项目(2012ZX03005008-001)

Semantic DHT Overlay Based on Semantic Similarity Hashing Scheme

ZHANG Chun-hong1, YIN Hang1, JI Yang1, CHENG Shi-duan2   

  1. 1. School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China;
    2. State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China
  • Received:2012-08-08 Online:2013-10-31 Published:2013-08-09

摘要:

传统的结构化对等网络以分布式哈希表(DHT)为核心,只支持基于特定关键字的精确搜索,不支持语义搜索。而为支持语义搜索而提出的语义DHT网络存在路由层次多、查准率低等问题。为此,基于标准α稳定分布提出了语义相似哈希对Chord节点上资源进行标识符分配,使语义相似资源具有相近的标识符,从而可将语义相似资源存放在Chord中相同或相近的节点上,实现对语义搜索的支持。仿真结果表明,使用语义相似哈希分配资源标识符的Chord网络可以在1。07%的节点范围实现70%查全率和80%的查准率,在单层拓扑上实现了语义搜索功能。

关键词: 语义相似哈希, 标准α稳定分布, 资源标识符分配, 语义Chord网, 语义搜索

Abstract:

Traditional structured peer-to-peer networks especially distributed Hashing table (DHT) only support keyword-based exact search instead of semantic search. Although semantic DHT algorithms can implement semantic search by multi-routing-layers, they usually result in low precision ratio. A semantic similarity Hashing (SSH) scheme, based on standard alpha-stable distribution, was proposed to assign the similar identifiers to the resources with semantic similarity on Chord overlay. Consequently, the resources with semantic similarity could be stored in adjacent nodes of Chord overlay, so as to realize semantic search. Simulation shows that 70% recall ratio and 80% precision ratio are achieved among only 1.07% local nodes on an one-layer topology.

Key words: semantic similarity Hashing, standard alpha-stable distribution, resource identifier assignment, semantic distributed Hashing table overlay, semantic search

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