Viswanath Nagarajan - Stochastic Load Balancing on Unrelated Machines
Hausdorff Center for Mathematics via YouTube
Power BI Fundamentals - Create visualizations and dashboards from scratch
All Coursera Certificates 40% Off
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