Smart Predict Then Optimize

Context and Background for Smart Predict Then Optimize

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In the
Adam Wierman, California Institute of Technology https://simons.berkeley.edu/talks/adam-wierman-2016-11-18 Learning, ...
Big data provides new opportunities to tackle one of the main difficulties in decision-making systems – uncertain behavior ...
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Optimisation

Background Signals

Link to paper: https://arxiv.org/abs/1710.08005 Authors: Adam N. Elmachtoub and Paul Grigas. ... question uh so basically you come with a methodology that is doing so this 00:00 - The ML-OR Disconnect 06:20 - Scenario Planning 15:03 - Learning Surrogate Loss Functions for Predict Then Optimize Problems

Optimisation

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Helpful Results

Smart "Predict, then Optimize"

Link to paper: https://arxiv.org/abs/1710.08005 Authors: Adam N. Elmachtoub and Paul Grigas.

Lui Gradient based smart predict then optimize framework aircraft arrival scheduling problem in term

... question uh so basically you come with a methodology that is doing so this

Why predict-then-optimize and end-to-end learning won't fix your optimization under uncertainty.

00:00 - The ML-OR Disconnect 06:20 - Scenario Planning 15:03 -

Learning Surrogate Loss Functions for Predict Then Optimize Problems

Offline and Online Learning and Decision-Making in the Predict-then-Optimize Setting

In the

The Power of Predictions in Online Optimization

Adam Wierman, California Institute of Technology https://simons.berkeley.edu/talks/adam-wierman-2016-11-18 Learning, ...

Integration of Prediction and Optimization with Applications in Operations Management

Big data provides new opportunities to tackle one of the main difficulties in decision-making systems – uncertain behavior ...

ACP Summer School 2023: "Predict-then-optimize" by Elias Khalil

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Optimisation vs prediction (part 1): Main differences and when to use them

Optimisation

Optimisation vs prediction (part 2): Optimisation examples

Optimisation

Design, Predict, Asses, & Optimize

Executing Closed-Loop Scenario Simulations via a Mine-to-Mill AI Platform: Isolating engineering activities into separate planning ...

CPAIOR 2022: Learning, Optimization, and Generalization in the Predict-then-Optimize Setting

CPAIOR 2022 master class by Paul Grigas. Talk abstract: In the

Integration of Prediction and Optimization with Applications in Operations Management

Big data provides new opportunities to tackle one of the main difficulties in decision-making systems – uncertain behavior ...