PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Log Pre-Processing and Grammatical Inference for Web Usage Mining
Thierry Murgue
In: UM 2005 : "Workshop on Machine Learning for User Modeling: Challenges", 24-25 Jul 2005, Edinburgh, Scotland.

Abstract

In this paper, we propose a Web Usage Mining pre-processing method to retrieve missing data from the server log files. Moreover, we propose two levels of evaluation: directly on reconstructed data, but also after a machine learning step by evaluating inferred grammatical models. We conducted some experiments and we showed that our algorithm improves the quality of user data.

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EPrint Type:Conference or Workshop Item (Paper)
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Computational, Information-Theoretic Learning with Statistics
User Modelling for Computer Human Interaction
Information Retrieval & Textual Information Access
ID Code:1597
Deposited By:Thierry Murgue
Deposited On:28 November 2005