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Previous Conferences |
| SAN FRANCISCO 2004 | ||
| DAY 1: MONDAY 3/22/2004 | ||
| Conference Registration 2:00-5:30 PM |
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| Welcoming Reception 5:30-7:30 PM |
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| OPENING GENERAL SESSION 7:30-8:30 PM |
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| 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 |
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| GENERAL SESSION 8:30-8:45 AM |
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| Welcoming Remarks Dan Steinberg, CEO Salford Systems |
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| GENERAL SESSION 8:45-9:45 AM |
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| Extending CART with new Linear Combination Methods Richard Olshen, Stanford University |
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| GENERAL SESSION 9:45-10:30 AM |
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| Avoiding the Top 10 Mistakes in Data Mining John Elder, Elder Research, Inc. |
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| Morning Break 10:30-11:00 AM |
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| Concurrent Sessions 11:00-12:00 PM |
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| 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 |
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| 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 |
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| Concurrent Sessions 2:30-3:30 PM |
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| 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 |
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| 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 |
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| GENERAL SESSION 5:00-6:00 PM |
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| "Regression Models and Survival Models: A synopsis of MARS-like procedures" Charles Stone, University of California, Berkeley |
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| 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 |
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| GENERAL SESSION 8:30-9:30 AM |
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| "Importance Sampled Learning Ensembles" Jerome Friedman, Stanford University |
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| GENERAL SESSION 9:30-10:30 AM |
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| "Random Forests" Leo Breiman, University of California, Berkeley |
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| Morning Break 10:30-11:00 AM |
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| Concurrent Sessions 11:00-12:00 PM |
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| 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 |
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| 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 |
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| Concurrent Sessions 2:30-3:30 PM |
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| 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 |
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| 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 |
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| GENERAL SESSION 5:00-6:00 PM |
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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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