Beyond Convexity: Emerging Challenges in Data Science

Videos from CMO Workshop 17w5159

, University of Wisconsin - Madison
- 16:03
Optimization challenges from robust statistics
Watch video | Download video: 201710231504-Loh.mp4 (216M)
, TTI-Chicago
- 17:33
Nonconvex optimization in deep learning
Watch video | Download video: 201710231631-Bhojanapalli.mp4 (237M)
, California Institute of Technology
- 09:57
Sketchy Decisions
Watch video | Download video: 201710240906-Tropp.mp4 (181M)
, MIT
- 10:40
Maximum Likelihood Estimation under Total Positivity
Watch video | Download video: 201710241000-Robeva.mp4 (143M)
, Tel Aviv University - Mathematical Sciences
- 15:19
First Order Methods Beyond Smoothness and Convexity
Watch video | Download video: 201710241432-Teboulle.mp4 (226M)
, MIT
- 16:09
Learning Developmental Landscapes from Single Cell Gene Expression with Optimal Transport
Watch video | Download video: 201710241531-Schiebinger.mp4 (128M)
, University of Wisconsin-Madison - Statistics
- 09:52
Variable selection and prediction with presence-only data
Watch video | Download video: 201710250907-Raskutti.mp4 (182M)
, Wisconsin University
- 10:30
'New Sh*t Has Come To Light': Perspectives on Integer Programming for Sparse Optimization
Watch video | Download video: 201710250955-Linderoth.mp4 (118M)
, Technion - Israel Institute of Technology
- 11:38
A Framework for Globally Convergent Methods in Nonsmooth and Nonconvex Optimization
Watch video | Download video: 201710251050-Sabach.mp4 (212M)
, University of Wisconsin-Madison
- 12:13
Dissipativity Theory for Algorithm Analysis
Watch video | Download video: 201710251140-Lessard.mp4 (134M)
, Massachusetts Institute of Technology
- 09:51
Matrix Estimation via Collaborative Filtering
Watch video | Download video: 201710260904-Shah.mp4 (162M)
, University of Wisconsin-Madison
- 10:35
Complexity analysis of second-order algorithms based on line search for smooth nonconvex optimization
Watch video | Download video: 201710260954-Royer.mp4 (153M)
, Lehigh University
- 14:20
Worst-Case Complexity Guarantees and Nonconvex Smooth Optimization
Watch video | Download video: 201710261337-Curtis.mp4 (188M)
, University of Iowa - Management Sciences
- 09:47
A Gentle, Geometric Introduction to Copositive Optimization
Watch video | Download video: 201710270904-Burer.mp4 (168M)
, NC State - Department of Statistics
- 10:29
Convex (?) Co-Clustering of Tensors
Watch video | Download video: 201710270949-Chi.mp4 (152M)
, U. Michigan
- 11:50
Matrix Completion with Non-Linear Models
Watch video | Download video: 201710271102-Ongie.mp4 (206M)