| SAN FRANCISCO 2004 |
| DAY 1: MONDAY 3/22/2004 |
Conference Registration 2:00-5:30 PM |
Welcoming Reception 5:30-7:30 PM |
OPENING GENERAL SESSION 7:30-8:30 PM |
Creating CART: A Personal Retrospective Leo Breiman, Jerome Friedman, Richard Olshen, Charles Stone Moderator: Richard T. Carson, Jr. |
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| DAY 2: TUESDAY 3/23/2004 |
Registration and Continental Breakfast 7:30-8:30 AM |
GENERAL SESSION 8:30-8:45 AM |
Welcoming Remarks Dan Steinberg, CEO Salford Systems |
GENERAL SESSION 8:45-9:45 AM |
Extending CART with new Linear Combination Methods Richard Olshen, Stanford University |
GENERAL SESSION 9:45-10:30 AM |
Avoiding the Top 10 Mistakes in Data Mining John Elder, Elder Research, Inc. |
Morning Break 10:30-11:00 AM |
Concurrent Sessions 11:00-12:00 PM |
Business Applications
David Goldsmith, MDT Advisers "Combined Time Series and Cross Sectional CART Modeling for Common Stock Selection" |
Scientific Applications
Cecil Dharmasri, Syngenta Crop. "The Importance of CART and MARS in Environmental Fate and Risk Assessment for Pesticides" |
Biomedical Applications
Joseph Cappelleri, Pfizer "Using CART to Develop a Diagnostic Tool for Erectile Dysfunction" |
Concurrent Sessions 12:00-1:00 PM |
Business Applications
Charles Pollack, Suncorp Metway "Insurance Premium Increase Optimization: Case Study" |
Scientific Applications
Belle Hudischewskyj, ICF Consulting/Systems Applications International, Inc. "Atmospheric Pollution Forecasting" |
Biomedical Applications
Marsha Wilcox, Boston University Medical School "Using CART to Discern Models in Genetics: Alcoholism, Alzheimers and Aging" |
Lunch Break 1:00-2:30 PM |
Concurrent Sessions 2:30-3:30 PM |
Business Applications
John Trimble, Wells Fargo "CART/ MARS Risk Assessment of Automobile Loans and Leases" |
Scientific Applications
Falk Heuttmann, University of Alaska "Predictive and Spatial Modeling Applications for Wildlife Research and Conservation Management: An overview linking CART and MARS with GIS" |
Biomedical Applications
Jason Haukoos MD, Denver Health Medical Center "CART for Outcome Predictions in Clinical Settings: Emergency Department Triage, Survival Prediction and Prediction of Neurologic Survival" |
Concurrent Sessions 3:30-4:30 PM |
Business Applications
David McCloskey, Pathfinder Solutions Ptd. "Predicting Customer Behavior Trends Over Space and Time" |
Scientific Applications
Christopher Martius, University of Bonn "Assessing the Sustainability of Agroforestry Systems using CART to Model Non-linear Relationships" |
Biomedical Applications
Debopriya Das, Cold Spring Harbor Laboratory "Application of MARS to Gene Expression Data: Predictive Models of Gene Regulation" |
Free Time Break 4:30-5:00 PM |
GENERAL SESSION 5:00-6:00 PM |
"Regression Models and Survival Models: A synopsis of MARS-like procedures" Charles Stone, University of California, Berkeley |
Cocktail Reception 6:00-8:00 PM |
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| DAY 3: WEDNESDAY 3/24/2004 |
Registration and Continental Breakfast 7:30-8:30 AM |
GENERAL SESSION 8:30-9:30 AM |
"Importance Sampled Learning Ensembles" Jerome Friedman, Stanford University |
GENERAL SESSION 9:30-10:30 AM |
"Random Forests" Leo Breiman, University of California, Berkeley |
Morning Break 10:30-11:00 AM |
Concurrent Sessions 11:00-12:00 PM |
Business Applications
Larry Lai, DIRECTV, Inc. "Variable Derivation and Selection For Customer Churn Models" |
Drug Discovery
Wayne Danter, Critical Outcome Technologies, Inc. "Drug Discovery using CART and MARS" |
Biomedical Applications
Stuart Gansky, UCSF School of Dentistry "MARS and Related Techniques in Dental Biomaterials Modeling" |
Concurrent Sessions 12:00-1:00 PM |
Business Applications
Edward Malthouse, Northwestern University "High-Level Marketing Strategy: Deciding Whether to Customize Product Offerings and their Promotion and Whether to Reward “Best” Customers with Perks" |
Drug Discovery
Donovan Chin, Biogen "Improving the Ability to Predict Drug-Like Compounds from Virtual Screening Using CART" |
Biomedical Applications
Kenna Mawk, Ciphergen Biosystems, Inc. "Mining SELDI ProteinChip Data for Biomarkers and Disease Stratification" |
Lunch Break 1:00-2:30 PM |
Concurrent Sessions 2:30-3:30 PM |
Business Applications
Louise Francis, Actuarial Analytics "Insurance Fraud Detection: MARS vs. Neural Networks" |
Drug Discovery
Jing Wang, Cengent Therapeutics "CART in Drug Discovery: Identifying Rules for Making Better Small Molecules" |
Biomedical Applications
Brydon Grant, University of Buffalo, School of Medicine "Using MARS for the Prediction of the Apnea-Hypopnea Index" |
Concurrent Sessions 3:30-4:30 PM |
Business Applications
Jon Farar, Union Bank of California "Union Bank’s Use of CART to Identify Customer Attrition and Screen Application Fraud" |
Drug Discovery
John Warner, Novartis "Drug Discovery Clinical Trials and Random Forests at Novartis" |
Biomedical Applications
Shenghan Lai, Johns Hopkins Bloomberg School of Public Health "Examples in Epidemiology using CART, MARS and TreeNet" |
Free Time Break 4:30-5:00 PM |
GENERAL SESSION 5:00-6:00 PM |
Looking to the Future: Promising New Developments in Data Mining
Leo Breiman, Jerome Friedman, Richard Olshen, Charles Stone
Moderators: Rob Tibshirani** and Dan Steinberg, CEO Salford Systems
**confirmation pending
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