Adam N. Elmachtoub

1. Decision Trees for Decision-Making under the Predict-then-Optimize Framework
   2020/02/29 by Adam N. Elmachtoub, Jason Cheuk Nam Liang, Elmachtoub, Adam N. +3 · 5 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Bayesian Modeling and Causal Inference
2. Generalization Bounds in the Predict-then-Optimize Framework
   2019/05/27 by Othman El Balghiti, Balghiti, Othman El, Adam N. Elmachtoub +5 · 4 citations
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
3. Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective
   2023/04/13 by Adam N. Elmachtoub, Henry Lam, Elmachtoub, Adam N. +5 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Forecasting Techniques and Applications #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
4. Static Pricing: Universal Guarantees for Reusable Resources
   2019/05/02 by Omar Besbes, Adam N. Elmachtoub, Besbes, Omar +3 · 1 citation
   Engineering · Business, Management and Accounting · #Transportation and Mobility Innovations #Supply Chain and Inventory Management #Advanced Queuing Theory Analysis
5. Market Segmentation Trees
   2019/06/04 by Ali Aouad, Adam N. Elmachtoub, Aouad, Ali +5 · 1 citation
   Business, Management and Accounting · Economics, Econometrics and Finance · #Consumer Market Behavior and Pricing #Sports Analytics and Performance #Complex Systems and Time Series Analysis
6. Static Pricing Guarantees for Queueing Systems
   2023/05/16 by Jacob Bergquist, Bergquist, Jacob, Adam N. Elmachtoub +1 · 1 citation
   Business, Management and Accounting · #Advanced Queuing Theory Analysis #Computer Science and Game Theory (cs.GT) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
7. Dissecting the Impact of Model Misspecification in Data-driven Optimization
   2025/03/01 by Adam N. Elmachtoub, Elmachtoub, Adam N., Henry Lam +5 · 2 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Risk and Portfolio Optimization #Stochastic Gradient Optimization Techniques