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Durham University

Computer Science

Profile

Publication details for Professor Alexandra Cristea

Gkotsis, George Stepanyan, Karen Cristea, A. I. & Joy, Mike (2014). Entropy-based automated wrapper generation for weblog data extraction. World Wide Web 17(4): 827-846

Author(s) from Durham

Abstract

This paper proposes a fully automated information extraction methodology for weblogs. The methodology integrates a set of relevant approaches based on the use of web feeds and processing of HTML for the extraction of weblog properties. The approach includes a model for generating a wrapper that exploits web feeds for deriving a set of extraction rules automatically. Instead of performing a pairwise comparison between posts, the model matches the values of the web feeds against their corresponding HTML elements retrieved from multiple weblog posts. It adopts a probabilistic approach for deriving a set of rules and automating the process of wrapper generation. An evaluation of the model is conducted on a collection of weblogs reporting a prediction accuracy of 89 %. The results of this evaluation show that the proposed technique enables robust extraction of weblog properties and can be applied across the blogosphere.