Data Mining Methods and Applications

Kenneth D. Lawrence, Stephan Kudyba, Ronald K. Klimberg

• TECHNIQUES OF DATA MINING An Approach to Analyzing and Modeling Systems for Real-Time Decisions Ensemble Strategies for Neural Network Classifiers Neural Network Classification with Uneven Misclassification Costs and Imbalanced Group Sizes Data Cleansing with Independent Component Analysis A Multiple Criteria Approach to Creating Good Teams over Time APPLICATIONS OF DATA MINING Data Mining Applications in Higher Education Data Mining for Market Segmentation with Market Share Data A Case Study Approach An Enhancement of the Pocket Algorithm with Ratche for Use in Data Mining Applications Identification and Prediction of Chronic Conditions for Health Plan Members Using Data Mining Techniques Monitoring and Managing Data and Process Quality Using Data Mining: Business Process Management for the Purchasing and Accounts Payable Processes Data Mining for Individual Consumer Models and Personalized Retail Promotions OTHER AREAS OF DATA MINING Data Mining Common Definitions, Applications, and Misunderstandings Fuzzy Sets in Data Mining and Ordinal Classification Developing an Associative Keyword Space of the Data Mining Literature through Latent Semantic Analysis A Classification Model for a Two-Class (New Product Purchase) Discrimination Process using Multiple-Criteria Linear Programming Index