NDLI: A probabilistic relevance propagation model for hypertext retrieval

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A probabilistic relevance propagation model for hypertext retrieval

Content Provider	ACM Digital Library
Author	Shakery, Azadeh Zhai, ChengXiang
Abstract	A major challenge in developing models for hypertext retrieval is to effectively combine content information with the link structure available in hypertext collections. Although several link-based ranking methods have been developed to improve retrieval results, none of them can fully exploit the discrimination power of contents as well as fully exploit all useful link structures. In this paper, we propose a general relevance propagation framework for combining content and link information. The framework gives a probabilistic score to each document defined based on a probabilistic surfing model. Two main characteristics of our framework are our probabilistic view on the relevance propagation model and propagation through multiple sets of neighbors. We compare eight different models derived from the probabilistic relevance propagation framework on two standard TREC Web test collections. Our results show that all the eight relevance propagation models can outperform the baseline content only ranking method for a wide range of parameter values, indicating that the relevance propagation framework provides a general, effective and robust way of exploiting link information. Our experiments also show that using multiple neighbor sets outperforms using just one type of neighbors significantly and taking a probabilistic view of propagation provides guidance on setting propagation parameters.
Starting Page	550
Ending Page	558
Page Count	9
File Format	PDF
ISBN	1595934332
DOI	10.1145/1183614.1183693
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2006-11-06
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Web information retrieval Hypertext retrieval model Probabilistic relevance propagation Content and link ranking
Content Type	Text
Resource Type	Article

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