Workshop I: Big Data Meets Large-Scale Computing

September 24 - 28, 2018

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, September 24, 2018

Morning Session

8:00 - 8:55 Check-In/Breakfast (Hosted by IPAM)
8:55 - 9:00 Welcome and Opening Remarks (Illumination Room)
9:00 - 9:50
David Keyes (King Abdullah Univ. of Science and Technology (KAUST))

The Convergence of Big Data and Extreme Simulation
PDF Presentation

 
10:00 - 10:15 Break
10:15 - 11:05
Benjamin Peherstorfer (Courant Institute of Mathematical Sciences)

Data-Driven Multifidelity Methods for Monte Carlo Estimation and Beyond
PDF Presentation

 
11:15 - 11:30 Break
11:30 - 12:20
Gael Varoquaux (Institut National de Recherche en Informatique et Automatique (INRIA))

Detecting psychiatric disorders with statistical learning tailored to brain activity
PDF Presentation

 
12:30 - 2:30 Lunch (on your own)

Afternoon Session

2:30 - 3:20
Alexander Szalay (John Hopkins University)

Numerical Laboratories: the Road to Exascale

 
3:30 - 4:30 Break
4:30 - 5:30 Please note different location: CNSI Auditorium
5:30 - 6:45 Reception (Hosted by IPAM) & Poster Session

Tuesday, September 25, 2018

Morning Session

8:00 - 9:00 Continental Breakfast
9:00 - 9:50
Hans-Joachim Bungartz (Technical University Munich (TUM))

Sparse grids and their impact on HPC and Big Data
PDF Presentation

 
10:00 - 10:15 Break
10:15 - 11:05
Michael Griebel (University of Bonn)

Manifold learning by sparse grid methods
PDF Presentation

 
11:15 - 11:30 Break
11:30 - 12:20
 
12:30 - 2:30 Lunch (on your own)

Afternoon Session

2:30 - 3:20
Chris Johnson (University of Utah)

Big Data Meets Large-Scale Visualization

 
3:30 - 4:00 Break
4:00 - 4:50

Wednesday, September 26, 2018

Morning Session

8:00 - 9:00 Continental Breakfast
9:00 - 9:50
Moses Charikar (Stanford University)

Importance Sampling in High Dimensions via Hashing

10:00 - 10:15 Break
10:15 - 11:05
Marina Meila (University of Washington)

Non-linear dimension reduction in the age of big data
PDF Presentation

 
11:15 - 11:30 Break
11:30 - 12:20
12:30 - 2:30 Lunch (on your own)

Afternoon Session

2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50
Per-Gunnar Martinsson (University of Colorado Boulder)

Randomized projection methods for reducing communication in matrix computations
PDF Presentation

 

Thursday, September 27, 2018

Morning Session

8:00 - 9:00 Continental Breakfast
9:00 - 9:50
10:00 - 10:15 Break
10:15 - 11:05
11:15 - 11:30 Break
11:30 - 12:20
Carlos Andrade Costa (IBM Thomas J. Watson Research Center)

Converged Ecosystem for Data Analytics and Extreme-Scale Computing
PDF Presentation

 
12:30 - 2:00 Lunch (on your own)

Afternoon Session

2:00 - 2:50
Ion Stoica (University of California, Berkeley (UC Berkeley))

Ray: A System for Distributed AI

 
3:00 - 4:00 Discussion
4:30 - 5:30 Please note different location: CNSI Auditorium
5:30 - 6:45 Reception (Location: IPAM Lobby)

Friday, September 28, 2018

Morning Session

8:00 - 9:00 Continental Breakfast
9:00 - 9:50
Marc Genton (King Abdullah Univ. of Science and Technology (KAUST))

A Stochastic Generator of Global Monthly Wind Energy with Tukey g-and-h Autoregressive Processes

 
10:00 - 10:15 Break
10:15 - 11:05
 
11:15 - 11:30 Break
11:30 - 12:20
12:30 Conclusion