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Saurabh Amin

A Deep Generative Learning Approach for Two-stage Adaptive Robust Optimization

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Sep 05, 2024
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Learning-assisted Stochastic Capacity Expansion Planning: A Bayesian Optimization Approach

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Jan 24, 2024
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Uncertainty Informed Optimal Resource Allocation with Gaussian Process based Bayesian Inference

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Jun 30, 2023
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Learning Spatio-Temporal Aggregations for Large-Scale Capacity Expansion Problems

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Mar 22, 2023
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Effective Dimension in Bandit Problems under Censorship

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Feb 14, 2023
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Graph Representation Learning for Energy Demand Data: Application to Joint Energy System Planning under Emissions Constraints

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Sep 24, 2022
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Interpretable Machine Learning Models for Modal Split Prediction in Transportation Systems

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Mar 27, 2022
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Damage Estimation and Localization from Sparse Aerial Imagery

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Nov 10, 2021
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Integer Programming-based Error-Correcting Output Code Design for Robust Classification

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Oct 30, 2020
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Multi-agent Bayesian Learning with Adaptive Strategies: Convergence and Stability

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Oct 18, 2020
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