conftrace_

sample average approximation

7 papers

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Also known as

SAA

Co-occurring keywords

network optimization (80) mixed integer programming (67) stochastic gradient descent (1091) stochastic optimization (1060) stochastic network design (1) xor sampling (2) distributionally robust learning (8) finite sample guarantee (8) worst-case regret (5) equal opportunity (13)

Papers

Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024
Scalable and Memory-Efficient Algorithms for Controlling Networked Epidemic Processes Using Multiplicative Weights Update Method IJCAI 2022
Beyond IID: data-driven decision-making in heterogeneous environments NIPS 2022
Sample Average Approximation for Stochastic Optimization with Dependent Data: Performance Guarantees and Tractability AAAI 2022
Efficient Generalization with Distributionally Robust Learning NIPS 2021
Improving Law Enforcement Daily Deployment Through Machine Learning-Informed Optimization under Uncertainty IJCAI 2019
XOR-Sampling for Network Design with Correlated Stochastic Events IJCAI 2017