Paper Details: Downloads: 557
Serial Number: P1120638002
Title: Evolutionary Algorithm For Learning The Dynamics Of The User Profile
Authors: M. H. Marghny
Abstract: Web search is one of the most universal and influential applications on the Internet. We present an adaptive system for learning the user profile, the dynamics and the rate of change of the user interests. The user profile is learned incrementally and continuously based on user’s initial profile, his actions and on semantic interpretation of queries using hypernym1 extracted by WordNet. This new technique employs genetic algorithm (GA) for adapting to the user interest. The system accepts user feedback for fitness evaluation. The fitness function is based on the initial user profile. The crossover operation involved in the process to get new queries based on the initial user profile.
Keywords: user profile, WordNet, crossover.
Journal/Conference: International Journal of Artificial Intelligence and Machine Learning
Volume: 6
Issue: 3
Submission Date: 6/1/2006 12:00:00 AM
Review Date: 7/1/2006 12:00:00 AM
Publishing Date: 9/1/2006 12:00:00 AM
Article Downloads: 557
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