Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Instance-Based Learning Algorithms
Machine Learning
Classifying news stories using memory based reasoning
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Automated learning of decision rules for text categorization
ACM Transactions on Information Systems (TOIS)
Evaluating and optimizing autonomous text classification systems
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
The World-Wide Web: quagmire or gold mine?
Communications of the ACM
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
A technique for measuring the relative size and overlap of public Web search engines
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Feature Subset Selection in Text-Learning
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Information Extraction as a Core Language Technology
SCIE '97 International Summer School on Information Extraction: A Multidisciplinary Approach to an Emerging Information Technology
A system for induction of oblique decision trees
Journal of Artificial Intelligence Research
Mining HTML Pages to Support Document Sharing in a Cooperative System
EDBT '02 Proceedings of the Worshops XMLDM, MDDE, and YRWS on XML-Based Data Management and Multimedia Engineering-Revised Papers
Intelligent self-repairable web wrappers
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
A web classification framework based on XSLT
APWeb'06 Proceedings of the 2006 international conference on Advanced Web and Network Technologies, and Applications
Classification of XSLT-Generated web documents with support vector machines
KDXD'06 Proceedings of the First international conference on Knowledge Discovery from XML Documents
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In this paper a Web mining tool for content-based classification of Web pages is presented. The tool, named WebClass, can be used for resource discovery purposes. Information considered by the system is both the textual contents of Web pages and the layout structure defined by HTML tags. The representation language adopted for Web pages is the bag-of-words, where words are selected from training documents by means of a novel scoring measure. Three different classification models are empirically compared on a classification task: Decision trees, centroids, and k-nearest-neighbor. Experimental results are reported and conclusions are drawn on the relevance of the HTML layout structure for classification purposes, on the significance of words selected by the scoring measure, as well as on the performance of the different classifiers.