Web Mining
The primary focus of this course is on web usage mining and its applications to business intelligence and search domains. You will learn techniques from machine learning, data mining, text mining, and databases to extract useful knowledge from the web and other unstructured/semi-structured, hyper- textual, distributed information repositories. This data could be used for site management, automatic personalization, recommendation, and user profiling. Topics covered include crawling, indexing, ranking and filtering algorithms using text and link analysis, applications to search, classification, tracking, monitoring, and Web intelligence. Programming assignments give hands-on experience. A group project highlights class topics.