Estimate-Then-Optimize verses Integrated-Estimation-Optimization versus Sample Average Approximation
Stochastic Programming Society
Estimate-Then-Optimize verses Integrated-Estimation-Optimization versus Sample Average Approximation
50:36
Stochastic Dominance : With applications in Stochastic Optimization
Stochastic Programming Society
Stochastic Dominance : With applications in Stochastic Optimization
48:07
Solving Two-Stage Programs with Endogenous Uncertainty via Random Variable Transformation
Stochastic Programming Society
Solving Two-Stage Programs with Endogenous Uncertainty via Random Variable Transformation
23:33
On the ReLU Lagrangian Cuts for Stochastic Mixed Integer Programs
Stochastic Programming Society
On the ReLU Lagrangian Cuts for Stochastic Mixed Integer Programs
24:49
Two-Stage Stochastic Multi-Objective Linear Programming
Stochastic Programming Society
Two-Stage Stochastic Multi-Objective Linear Programming
42:08
Towards Decision-Focused Learning
Stochastic Programming Society
Towards Decision-Focused Learning
53:49
Duality, bounds, and policy quality in Mulistage Stochastic Programming
Stochastic Programming Society
Duality, bounds, and policy quality in Mulistage Stochastic Programming
43:46
A Robust Optimization Approach to Network Control Using Local Information Exchange
Stochastic Programming Society
A Robust Optimization Approach to Network Control Using Local Information Exchange
42:41
Stochastic Optimization and Decision Recommendation with Multi-sourced Information and Unknown Trust
Stochastic Programming Society
Stochastic Optimization and Decision Recommendation with Multi-sourced Information and Unknown Trust
51:14
A Sampling-based Progressive Hedging Algorithm for Stochastic Programming
Stochastic Programming Society
A Sampling-based Progressive Hedging Algorithm for Stochastic Programming
27:58
(Online) Convex Reinforcement Learning and Applications to Energy Management Problems
Stochastic Programming Society
(Online) Convex Reinforcement Learning and Applications to Energy Management Problems
27:23
Robust Decision Models with Estimation and Prediction
Stochastic Programming Society
Robust Decision Models with Estimation and Prediction
58:38
Bounding multistage optimization problems under uncertainty
Stochastic Programming Society
Bounding multistage optimization problems under uncertainty
52:48
On the Trade off between distributional belief and ambiguity
Stochastic Programming Society
On the Trade off between distributional belief and ambiguity
37:52
Probing enhanced Stochastic Programming
Stochastic Programming Society
Probing enhanced Stochastic Programming
1:02:09
Risk Quadrangle and Applications in Statistics, Data Mining and Portfolio Optimization
Stochastic Programming Society
Risk Quadrangle and Applications in Statistics, Data Mining and Portfolio Optimization
46:46
Scenario Optimization: Data-Driven Goal-Oriented Designs with Certified Reliability
Stochastic Programming Society
Scenario Optimization: Data-Driven Goal-Oriented Designs with Certified Reliability
55:52
Wasserstein Machine Learning with Mixed Features
Stochastic Programming Society
Wasserstein Machine Learning with Mixed Features
27:00
Handling the impact of Climate Change in the Long-term Generation Scheduling Problem
Stochastic Programming Society
Handling the impact of Climate Change in the Long-term Generation Scheduling Problem
23:15
Combining polyhedral approaches and SDDiP for solving uncertain uncapacitated lot-sizing problems
Stochastic Programming Society
Combining polyhedral approaches and SDDiP for solving uncertain uncapacitated lot-sizing problems
42:38
Partially Adaptive Stochastic Programming Approaches
Stochastic Programming Society
Partially Adaptive Stochastic Programming Approaches
48:07
Challenges to build a planning model for the energy transition: a case study
Stochastic Programming Society
Challenges to build a planning model for the energy transition: a case study
59:53
Multi-Stage Stochastic Programming for Disaster Relief Logistics Planning
Stochastic Programming Society
Multi-Stage Stochastic Programming for Disaster Relief Logistics Planning
47:05
Bilevel Programs under Uncertainty: Models, Algorithms and Applications
Stochastic Programming Society
Bilevel Programs under Uncertainty: Models, Algorithms and Applications
35:17
Optimizing Pricing, Repositioning, Pickup Time, and Idle Time in Ride-Hailing Systems
Stochastic Programming Society
Optimizing Pricing, Repositioning, Pickup Time, and Idle Time in Ride-Hailing Systems
1:04:21
Stochastic Programming with an unknown probability distribution, but with MPI
Stochastic Programming Society
Stochastic Programming with an unknown probability distribution, but with MPI
48:27
Real life impact of Stochastic Optimization
Stochastic Programming Society
Real life impact of Stochastic Optimization
3:22
Complexity analysis framework of adaptive optimization methods via martingales
Stochastic Programming Society
Complexity analysis framework of adaptive optimization methods via martingales
1:00:36
COVID-19: How to relax social distancing if you must
Stochastic Programming Society
COVID-19: How to relax social distancing if you must
1:04:01
From Moderate Deviations Theory to Distributionally Robust Optimization: Correlated Data
Stochastic Programming Society
From Moderate Deviations Theory to Distributionally Robust Optimization: Correlated Data
1:05:09
Bilevel optimization applied to strategic pricing in electricity markets
Stochastic Programming Society
Bilevel optimization applied to strategic pricing in electricity markets
1:08:34
Computational and theoretical aspects of Solving Multistage Stochastic Programs
Stochastic Programming Society
Computational and theoretical aspects of Solving Multistage Stochastic Programs
1:14:04
Interpretability vs. Explainability in Machine Learning
Stochastic Programming Society
Interpretability vs. Explainability in Machine Learning
1:14:26