信息检索领域的超文本范式:一种神经方法

A. Lelu, Claire François
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引用次数: 24

摘要

超文本范式在信息检索中的应用需要:1)超文本链接的自动生成;2)数据的紧凑图形表示。在简要回顾了导出文档数据库的紧凑和相关表示所需的神经算法家族以及合成“主题”和文档之间的链接之后,我们基于这些理由提出了一个用户界面。这种表示分为两步:1)全局主题图,2)局部主题轴,根据“中心性指数”的值对术语和文档进行排序。然后描述并注释了在Macintosh环境中运行并实现该浏览器基本版本的原型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hypertext paradigm in the field of information retrieval: a neural approach
Application of the hypertext paradigm to information retrieval requires 1) an automatic generation of hypertext links, 2) a compact graphical representation of the data. After a brief review of the family of neural algorithms required for deriving a compact and relevant representation of a documentary database, as well as links between synthetic “topics” and documents, we present a user interfaee based on these grounds. This representation is two-step : 1) a global topics map, 2) local topic axes, ranking both terms and documents according to the values of their “centrality index”. A prototype, running in a Macintosh environment and implementing a basic version of this browser, is then described and commented.
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