Mathematical Challenges in Scientific Data Mining - IPAM

Mathematical Challenges in Scientific Data Mining

January 14 - 18, 2002

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, January 14, 2002

Morning Session

Chair: Chandrika Kamath (LLNL)
08:30-09:00
Check-In/Light Breakfast (Hosted by IPAM)
09:00-09:15
Welcome and Opening Remarks
09:15-10:30
Chandrika Kamath (Lawrence Livermore National Laboratory)
Tutorial: Introduction to scientific data mining
10:30-11:00
Break
11:00-12:15
Vipin Kumar (University of Minnesota, Twin Cities)
Tutorial: Data mining algorithms

Afternoon Session

12:15-14:00
Lunch (on your own)
Chair: Imola Fodor (LLNL)
14:00-15:00
Terrence Sejnowski (The Salk Institute for Biological Studies)
Independent Component Analysis
15:00-15:30
Break
15:30-16:30
Dennis Mock (University of California, San Diego (UCSD))
Mining High-Throughput Biological Microarray Data
16:30-17:15
Stanley Osher (University of California, Los Angeles (UCLA))
Level sets and their role in image/data processing

Tuesday, January 15, 2002

Morning Session

Chair: Imola Fodor (LLNL)
08:30-09:00
Continental Breakfast
09:00-10:00
Padhraic Smyth (University of California, Irvine)
Data Mining: the Interface of Statistics and Computer Science
10:00-10:45
Douglas Nychka (National Center for Atmospheric Research)
Extracting information and building models from large geophysical datasets
10:45-11:15
Break
11:15-12:00
Vipin Kumar (University of Minnesota, Twin Cities)
Discovery of Patterns in the Global Climate System using Data Mining

Afternoon Session

12:00-12:30
Imola Fodor (Lawrence Livermore National Laboratory)
Mining the FIRST Astronomical Survey
12:30-14:00
Lunch (Hosted by IPAM)
Chair: Vipin Kumar (University of Minnesota)
14:00-15:00
Sara Graves (U Alabama Huntsville)
Data Mining In Earth Sciences
15:00-15:30
Amy Braverman (Jet Propulsion Laboratory)
Reducing Size and Complexity of Large Geophysical Data Sets
15:30-16:00
Break
Afternoon Session II
Chair: Padhraic Smyth (UC Irvine)
16:00-17:00
Paul Thompson (University of California, Los Angeles (UCLA))
Brain Image Analysis: Recent Advances and Current Mathematical/Computational Challenges
17:00-17:45
Ivan Marusic (University of Minnesota)
Mining Turbulence Data

Wednesday, January 16, 2002

Morning Session

Chair: Zoran Obradovic (Temple University)
08:30-09:00
Continental Breakfast
09:00-10:00
Mladen Wickerhauser (Washington University)
Applications Of Wavelets In Image Analysis
10:00-10:30
Break
10:30-11:30
Bir Bhanu (University of California at Riverside)
Learning In Computer Vision
11:30-12:15
Mohammed Zaki (Rensselaer Polytechnic Institute)
Data Mining for Protein Structure Prediction

Afternoon Session

12:15-14:00
Lunch (on your own)
Chair: B.S. Manjunath (UCSB)
14:00-15:00
George Djorgovski (California Institute of Technology)
Data Mining Challenges in Astronomy
15:00-15:30
Shusaku Tsumoto (Shimane Medical University)
Introduction to rough sets
15:30-15:45
Break
Afternoon Session II
Chair: Chandrika Kamath (LLNL)
15:45-16:15
John Brence (United States Military Academy)
Complexity challenges to the discovery corrosion relationships in Eddy current non-destructive test data
Special session on Data Mining Systems
(Graves, Grossman, Kamath: 20 mins each)
16:15-16:35
Rahul Ramachandran (University of Alabama in Huntsville)
ADaM System Architecture
16:15-16:55
R. L. Grossman (University of Illinois at Chicago)
Data Space: Protocols and Services for Distributed Data Mining and Remote Data Analysis
16:55-17:15
Chandrika Kamath (Lawrence Livermore National Laboratory)
Sapphire System Architecture
17:15-18:30
Poster Session and Wine and Cheese Reception

Thursday, January 17, 2002

Morning Session

Chair: Padhraic Smyth (UC Irvine)
08:30-09:00
Continental Breakfast
09:00-10:00
Dennis DeCoste (Jet Propulsion Laboratory)
Support Vector Machines and Other Kernel Methods: Key Concepts, Recent Advances, and Applications
10:00-10:30
Break
10:30-11:15
Raghu Machiraju (Ohio State University)
Data Mining To Complement Visualization For Analysis Of Simulation Data
11:15-12:00
George Karypis (University of Minnesota, Twin Cities)
Frequent Subgraph Discovery - Finding Patterns in Structured and Relational Scientific Data Sets

Afternoon Session

12:00-14:00
Lunch (Hosted by IPAM)
Chair: Imola Fodor (LLNL)
14:00-15:00
Zoran Obradovic (Temple University)
Commoness, Complexity, Flavors and Function of Intrinsic Protein Disorder: A Bioinformatic Study
15:00-15:45
Padhraic Smyth (University of California, Irvine)
Mixture models for data exploration and prediction
15:45-16:15
Break
Afternoon Session II
Chair: Ananth Grama (Purdue University)
16:15-16:45
Tony Chan (King Abdullah Univ. of Science and Technology (KAUST))
A scale dependent clustering model by direct maximization of homogenity and separation
16:45-17:30
Pierre Baldi (University of California, Irvine (UCI))
Data Mining In Biological Sequences

Friday, January 18, 2002

Morning Session

Chair: Ananth Grama (Purdue University)
08:30-09:00
Continental Breakfast
09:00-09:45
Mike Turmon (Jet Propulsion Laboratory)
Modeling Spatial Data: Challenges and Applications to Solar Imagery
09:45-10:15
Zoran Obradovic (Temple University)
Knowledge Discovery in Spatial and Temporal Databases
10:15-10:45
Break
Morning Session II
Chair: Chandrika Kamath (LLNL)
10:45-11:45
Leo Breiman (UC Berkeley)
Prediction and Understanding
11:45-12:30
Tony Chan (King Abdullah Univ. of Science and Technology (KAUST))
Variational Level Set Techniques for mining objects in images

Afternoon Session

12:30
Conclusion
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