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Monday, July 11, 2005
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Morning Session
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8:00 - 9:00
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Check-In/Breakfast (Hosted by IPAM)
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9:00 - 10:00
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Lawrence Saul (University of Pennsylvania)
"TUTORIAL - Spectral Methods for Dimensionality Reduction (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Peter Jones (Yale University)
"TUTORIAL - High dimensional geometry: concentration and curvature (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Michael Jordan (University of California at Berkeley)
"TUTORIAL - Graphical models: parametric and nonparametric perspectives (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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David Heckerman (Microsoft Research)
"Learning Graphical Models from Data"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Gilad Lerman (University of Minnesota)
"Multiscale geometric clustering of data sets"
Video of Talk (RealPlayer File)
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5:30 - 7:00
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Wine/Cheese Reception (Hosted by IPAM)
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Tuesday, July 12, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Lawrence Saul (University of Pennsylvania)
"TUTORIAL - Spectral Methods for Dimensionality Reduction (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Peter Jones (Yale University)
"TUTORIAL - High dimensional geometry: concentration and curvature (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Michael Jordan (University of California at Berkeley)
"TUTORIAL - Graphical models: parametric and nonparametric perspectives (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Leon Bottou (NEC)
"Fast kernel classifiers through online and active learning"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Mauro Maggioni (Yale University)
"Diffusion Geometry and High-Dimensional Data"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Wednesday, July 13, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Lawrence Saul (University of Pennsylvania)
"TUTORIAL - Spectral Methods for Dimensionality Reduction (Part 3)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Peter Jones (Yale University)
"TUTORIAL - High dimensional geometry: concentration and curvature (Part 3)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (Hosted by IPAM)
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Afternoon Session
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1:30 - 2:30
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Michael Jordan (University of California at Berkeley)
"TUTORIAL - Graphical models: parametric and nonparametric perspectives (Part 3)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Leslie Greengard (New York University)
"Biological network analysis"
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Leslie Greengard (New York University)
"Fast Multipole Method"
Video of Talk (RealPlayer File)
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Thursday, July 14, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Lawrence Saul (University of Pennsylvania)
"TUTORIAL - Spectral Methods for Dimensionality Reduction (Part 4)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Grace Wahba (University of Wisconsin)
"TUTORIAL - Reproducing Kernel Hilbert Spaces and why they are important."
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Grace Wahba (University of Wisconsin)
"TUTORIAL - The Multicategory Support Vector Machine (of Lee, Lin and Wahba)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Grace Wahba (University of Wisconsin)
"TUTORIAL - Regularized Kernel Estimation (RKE) From Dissimilarity Data"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Ingo Steinwart (Los Alamos National Laboratory)
"Some theoretical aspects of support vector machines and related kernel-based learning methods "
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Friday, July 15, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Tina Eliassi-Rad (Lawrence Livermore National Laboratory)
"Relationship Detection in Semantic Graphs"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Daphne Koller (Stanford University)
"TUTORIAL - Probabilistic Models of Relational Data (Part 1)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Daphne Koller (Stanford University)
"TUTORIAL - Probabilistic Models of Relational Data (Part 2)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Ronald Coifman (Yale University)
"Diffusion geometries as organisational tools for information and data analysis"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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John Lafferty (Carnegie Mellon University)
"Rodeo: Sparse nonparametric regression in high dimensions"
Video of Talk (RealPlayer File)
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Monday, July 18, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Guillermo Sapiro (University of Minnesota)
"TUTORIAL - Geometry in high dimensional data and image processing (Part 1)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Guillermo Sapiro (University of Minnesota)
"TUTORIAL - Geometry in high dimensional data and image processing (Part 2)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Guillermo Sapiro (University of Minnesota)
"TUTORIAL - Geometry in high dimensional data and image processing (Part 3)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Ronald Resmini (NGA)
"Dimension Reduction of Hyperspectral Image (HSI) Data"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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James Theiler (Los Alamos National Laboratory)
"Adventures in High Dimensional Data Analysis: Hyperspectral Gaseous Plume Detection"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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5:30 - 7:00
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Wine/Cheese Reception (Hosted by IPAM)
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Tuesday, July 19, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Yann LeCun (New York University)
"TUTORIAL - Energy-Based Models (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Mehryar Mohri (New York University)
"TUTORIAL - Rational Kernels: A Unifying Kernel Framework for the Analysis of Text, Speech, and Biological Sequences (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Kevin Vixie (Los Alamos National Laboratory)
"TUTORIAL - Metrics and Regularizations in Image Analysis (Part 1)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Rick Chartrand (Los Alamos National Laboratory)
"Detecting Nuclear Materials from Cosmic-Ray Muon Scattering Data"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Tom Asaki (Los Alamos National Laboratory)
"Proton and X-ray tomography: Image analysis successes and challenges"
Video of Talk (RealPlayer File)
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Wednesday, July 20, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Yann LeCun (New York University)
"TUTORIAL - Energy-Based Models (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Mehryar Mohri (New York University)
"TUTORIAL - Rational Kernels: A Unifying Kernel Framework for the Analysis of Text, Speech, and Biological Sequences (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (Hosted by IPAM)
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Afternoon Session
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1:30 - 2:30
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Kevin Vixie (Los Alamos National Laboratory)
"TUTORIAL -Metrics and Regularizations in Image Analysis (Part 2)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Martial Hebert (Carnegie Mellon University)
"Unsupervised and weakly supervised extraction of information from image and video data"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Thursday, July 21, 2005
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Morning Session
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8:00 - 9:00
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Check-In/Breakfast (Hosted by IPAM)
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9:00 - 10:00
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Yann LeCun (New York University)
"TUTORIAL - Learning Invariant Representations in High Dimension:Application to object detection and recognition in images."
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Ron Kimmel (Technion, Haifa, Israel)
"TUTORIAL - Introduction to numerical geometry of images"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Kevin Vixie (Los Alamos National Laboratory)
"TUTORIAL - Metrics and Regularizations in Image Analysis (Part 3)"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Frédéric Cao (IRISA) / Jean-Michel Morel (École Normale Superieure, Cachan)
"A contrario detection of clusters, and application to shape recognition"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Bruno Olshausen (University of California at Davis)
"Natural image statistics and biological vision"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Friday, July 22, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Yann LeCun (New York University)
"TUTORIAL - Learnable Metrics and Trainable Graph Machines."
Presentation (PDF File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Ron Kimmel (Technion, Haifa, Israel)
"TUTORIAL - Matching isometric manifolds by flat embedding"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Stanley Osher (Institute for Pure and Applied Mathematics)
"Inverse scale space for image restoration"
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Demetri Terzopoulos (New York University)
"Face recognition"
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Richard Tsai (Princeton University)
"Visibility Optimizations"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Monday, July 25, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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James Abello (Rutgers University)
"TUTORIAL - Massive Graph Mining (Part 1)"
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Prabhakar Raghavan (Yahoo! Research)
"TUTORIAL - Web classification and clustering using links "
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Godfried Toussaint (McGill University)
"Proximity Graphs for Instance-Based Learning"
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Carey Priebe (Johns Hopkins University)
"Scan statistics on graphs"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Piotr Indyk (Massachusetts Institute of Technology)
"Near(est) neighbor problem in high dimensions"
Video of Talk (RealPlayer File)
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5:30 - 7:00
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Wine/Cheese Reception (Hosted by IPAM)
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Tuesday, July 26, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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James Abello (Rutgers University)
"TUTORIAL - Massive Graph Mining (Part 2)"
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Prabhakar Raghavan (Yahoo! Research)
"TUTORIAL - Segmentation problems"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Edward Scheinerman (Johns Hopkins University)
"Random Dot Product Graphs"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Andrew Moore (Carnegie Mellon University)
"Data structures and algorithms for tractable statistical mining of very high dimensional data."
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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Michael Mahoney (Yale University)
"Fast Monte Carlo Algorithms for Matrix Operations and Massive Data Set Analysis"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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Wednesday, July 27, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Shalev Itzkovitz (Weizmann Institute)
"TUTORIAL: Analysis of Biological Networks (Part 1)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Prabhakar Raghavan (Yahoo! Research)
"TUTORIAL - Vector space retrieval: extension, efficiency and evaluation"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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George Cybenko (Dartmouth University)
"Mathematics and algorithmics of process detection"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Terence Critchlow (Lawrence Livermore National Laboratory)
"Research Challenges in the BioEncyclopedia Project"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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4:15 - 5:15
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William Szewczyk (Department of Defense)
"Dynamic Generalized Linear Models for Graphs"
Presentation (PDF File)
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5:30 - 7:30
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Dinner (Hosted by IPAM)
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Thursday, July 28, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Shalev Itzkovitz (Weizmann Institute)
"TUTORIAL: Analysis of Biological Networks (Part 2)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Prabhakar Raghavan (Yahoo! Research)
"TUTORIAL - Variable Latent Semantic Indexing"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Christos Faloutsos (Carnegie Mellon University)
"Finding patterns in large, real networks"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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John Lafferty (Carnegie Mellon University)
"Conditional random fields"
Video of Talk (RealPlayer File)
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4:15 - 5:15
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John Conroy (Institute for Defense Analyses)
"Content and the Scan Statistic for Enron"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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Friday, July 29, 2005
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Morning Session
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8:00 - 9:00
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Continental Breakfast
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9:00 - 10:00
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Shalev Itzkovitz (Weizmann Institute)
"TUTORIAL: Analysis of Biological Networks (Part 3)"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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10:00 - 10:30
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Break
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10:30 - 11:30
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Robert Nowak (University of Wisconsin)
"Statistical Inference in Sensor Networks"
Presentation (PowerPoint File)
Video of Talk (RealPlayer File)
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11:30 - 1:30
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Lunch (on your own)
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Afternoon Session
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1:30 - 2:30
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Robert Burleson (Lawrence Livermore National Laboratory)
"Information to Insight"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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2:30 - 3:00
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Break
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3:00 - 4:00
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Erik Bollt (Clarkson University)
"Cycles, Communities, Ergodicity and Communications in Network Topologies"
Presentation (PDF File)
Video of Talk (RealPlayer File)
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