C4.5: programs for machine learning
C4.5: programs for machine learning
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Generating Accurate Rule Sets Without Global Optimization
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
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The COGITO project aims at improving consumer-supplier relationships in future e-commerce interfaces featuring agents which can converse with users in written natural language (chatterbots) and extending their capabilities. In this paper we present the personalization component, developed in the COGITO system, that allows for the classification of users accessing an e-commerce web site through Machine Learning techniques. In the final implementation, the resulting user profiles will be further analyzed to automatically extract usage patterns from the data given about user communities. This helps content providers to tailor their offers to the customers' needs, and can be used to generate assumptions about new users, when they start to converse with the system.