Beyond Convexity: Emerging Challenges in Data Science
Videos from CMO Workshop
Po-Ling Loh, University of Wisconsin - Madison
Monday Oct 23, 2017 15:04 - 16:03
Optimization challenges from robust statistics
Srinadh Bhojanapalli, TTI-Chicago
Monday Oct 23, 2017 16:31 - 17:33
Nonconvex optimization in deep learning
Joel Tropp, California Institute of Technology
Tuesday Oct 24, 2017 09:06 - 09:57
Sketchy Decisions
Elina Robeva, MIT
Tuesday Oct 24, 2017 10:00 - 10:40
Maximum Likelihood Estimation under Total Positivity
Marc Teboulle, Tel Aviv University
Tuesday Oct 24, 2017 14:32 - 15:19
First Order Methods Beyond Smoothness and Convexity
Geoff Schiebinger, MIT
Tuesday Oct 24, 2017 15:31 - 16:09
Learning Developmental Landscapes from Single Cell Gene Expression with Optimal Transport
Garvesh Raskutti, University of Wisconsin-Madison - Statistics
Wednesday Oct 25, 2017 09:07 - 09:52
Variable selection and prediction with presence-only data
Jeff Linderoth, Wisconsin University
Wednesday Oct 25, 2017 09:55 - 10:30
'New Sh*t Has Come To Light': Perspectives on Integer Programming for Sparse Optimization
Shoham Sabach, Technion - Israel Institute of Technology
Wednesday Oct 25, 2017 10:50 - 11:38
A Framework for Globally Convergent Methods in Nonsmooth and Nonconvex Optimization
Laurent Lessard, University of Wisconsin-Madison
Wednesday Oct 25, 2017 11:40 - 12:13
Dissipativity Theory for Algorithm Analysis
Devavrat Shah, Massachusetts Institute of Technology
Thursday Oct 26, 2017 09:04 - 09:51
Matrix Estimation via Collaborative Filtering
Clement Royer, University of Wisconsin-Madison
Thursday Oct 26, 2017 09:54 - 10:35
Complexity analysis of second-order algorithms based on line search for smooth nonconvex optimization
Frank E. Curtis, Lehigh University
Thursday Oct 26, 2017 13:37 - 14:20
Worst-Case Complexity Guarantees and Nonconvex Smooth Optimization
Sam Burer, University of Iowa - Management Sciences
Friday Oct 27, 2017 09:04 - 09:47
A Gentle, Geometric Introduction to Copositive Optimization
Eric Chi, NC State - Department of Statistics
Friday Oct 27, 2017 09:49 - 10:29
Convex (?) Co-Clustering of Tensors
Greg Ongie, U. Michigan
Friday Oct 27, 2017 11:02 - 11:50
Matrix Completion with Non-Linear Models
