CIS 530: Advanced Data Mining
CIS 360 Algorithms & Data Structures or equivalent, or permission of instructor.
Coverage of advanced topics of data mining and its applications. The course will review related mathematics and then focus on data mining core algorithms and advanced modeling including regression, dimensionality reduction, support vector machines, clustering, graph theory, and frequent pattern mining. The course will also explore several real-world problems and discuss strategies for large-scale data.