CAREER: New Clustering Algorithms Based on Robust Estimation and Genetic Niches with Applications to Web Usage Mining

职业：基于鲁棒估计和遗传利基的新聚类算法及其在网络使用挖掘中的应用

• 批准号: 0533317
• 负责人: Olfa Nasraoui
• 金额: --
• 依托单位: University of Louisville Research Foundation Inc
• 依托单位国家: 美国
• 项目类别: Continuing Grant
• 财政年份: 2004
• 资助国家: 美国
• 起止时间: 2004-08-15 至 2009-10-31
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=0533317&HistoricalAwards=false
• 关键词: CAREER; New; Clustering; Algorithms; Based

This research project will develop a robust unsupervised clustering technique based on Genetic Niching. It includes the development of a statistical estimator and to use this estimator in a Baldwin learning scheme. It will also develop an evolutionary web personalization system as well as techniques for preprocessing web usage data. The career development plan will include training graduate students in web mining as well as integrating the results into the undergraduate curriculum.

本研究计画将发展一种基于遗传小生境的强健无监督分群技术。它包括一个统计估计的发展，并使用此估计在鲍德温学习计划。它还将开发一个渐进的网络个性化系统以及预处理网络使用数据的技术。职业发展计划将包括培训研究生在网络挖掘以及整合到本科课程的结果。