Viswanath Nagarajan - Stochastic Load Balancing on Unrelated Machines
Hausdorff Center for Mathematics via YouTube
Overview
Syllabus
Intro
Load Balancing Problem
Load Balancing (Formally)
Optimization under Uncertainty
Stochastic Load Balancing
Natural Approach for Stochastic Optimization
Deterministic Surrogate for Load Balancing?
Related Work: Deterministic Job Sizes
Related Work: Stochastic Job Sizes
Main Results
Further Complication
Effective Size: Unrelated Machines
Approach in Deterministic Setting
Our Approach in Stochastic Setting
Valid Inequalities
LP Relaxation
Algorithm Outline
Rounding Overview
Generalized Assignment Problem
Rounding Algorithm: Constructing GAP Instance
Analysis Outline
Taught by
Hausdorff Center for Mathematics