Abstract: Data mining methods have their origins in a variety of fields: Statistics, Databases, Pattern Recognition, AI, Visualization, High-Performance Computing, and Information Retrieval. Successful deployment of these technologies to e-business enterprise data requires: data warehouse construction, mechanisms to efficiently update the warehouse, integration of data mining technologies, and delivery of results in a form consumable by business end-users.
In an e-business enterprise environment, the data warehouse problem is further magnified by the critical need to integrate web-log data, user profile data, product catalog information, transaction and sales data, advertising campaign data, datasets from legacy systems, etc. Once the data warehouse is in place, the next steps involve integrating analytical and data mining technology efficiently with the warehouse. A key challenge to an e-business enterprise is delivering timely, interesting, actionable results to an end-user who’s expertise is marketing, sales, business development, or merchandising rather than data mining and advanced analytics.
Biographical Information: Usama Fayyad is a co-founder of digiMine, Inc. and has served as President and CEO since its inception in March 2000. Prior to digiMine, Usama founded and led Microsoft Research’s Data Mining & Exploration (DMX) Group from 1995 to 2000. His work there included the development of data mining prediction components for Microsoft Site Server (Commerce Server 3.0 and 4.0). From 1989 to 1995, Usama founded the Machine Learning Systems Group and developed data mining systems for the analysis of large scientific databases at the Jet Propulsion Laboratory (JPL), California Institute of Technology. During that time he received the most distinguished excellence award from Caltech/JPL and a U.S. Government Medal from NASA. He remained affiliated with JPL as Distinguished Visiting Scientist after joining Microsoft. Usama has a Ph.D. in engineering from the University of Michigan, Ann Arbor (1991). He has served as Program Co-Chair of KDD-94 and KDD-95 and as General Chair of KDD-96 and KDD-99. Usama serves as Editor-in-Chief of the journal Data Mining and Knowledge Discovery and SIGKDD Explorations.