Data Mining Projects

Novel Data and Sequence Mining Algorithms and Tools

• Association Rule Mining
  • Efficient Mining of Association Rules
    • Adaptive-Support Association Rule Mining
  • Mining Association Rules over Complex Data
    • Mining Association Rules from Set-Valued Data
    • Mining Association Rules from Sequence-Valued Data
• Sequence Mining
  • Mining Patterns from Numeric and Categorical Sequences
• Using Background Knowledge in Data Mining

Data Mining for Electronic Commerce

• Association Rules for Recommender Systems
• Collaborative and Content-Based Filtering using Association Rules
• Collaborative and Content-Based Filtering using Neural Networks
  • Fully Connected Architecture
  • Mixture of Experts vs. Fully Connected Architectures

Data Mining for Genetic Analysis

• Motif- and Expression-Based Classification of DNA
• Mining Genetic Polymorphisms for patterns in Human Diseases

Data Mining on other Application Domains

• Data Mining for Software Engineering
• Data Mining for Database Systems

Web Metasearch

Evaluation of Data Mining Tools

Center for Research in Exploratory Data and Information Analysis - Worcester Polytechnic Institute
Fuller Labs. Bldg, 100 Institute Road, Worcester, MA 01609-2280
Phone: +1-508-831-5670 - Fax: +1-508-831-5776 - credia@wpi.edu