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Workshop on Machine Learning for User Modeling: Challenges (10th International Conference on User Modeling)

Log pre-processing and grammatical inference for Web usage mining

author: Thierry Murgue, Laboratory Hubert Curien, University Jean Monnet, St Etienne

Description

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. Keywords: log pre-processing, web usage mining, grammatical inference, evaluation

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