Grigas, Paul
- Smart "Predict, then Optimize"
2017/10/22 by Elmachtoub, Adam N., Grigas, Paul · 34 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Generalization Bounds in the Predict-then-Optimize Framework
2019/05/27 by Othman El Balghiti, Adam N. Elmachtoub, Balghiti, Othman El +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
- Integrated Conditional Estimation-Optimization
2021/10/24 by Meng Qi, Qi, Meng, Paul Grigas +3 · 4 citations
Computer Science · Mathematics · Engineering · #Machine Learning and Algorithms #Statistical Methods and Inference #Control Systems and Identification
- New Analysis and Results for the Frank-Wolfe Method
2013/07/02 by Freund, Robert M., Grigas, Paul · 2 citations
#90C25 #FOS: Mathematics #G.1.6 #Optimization and Control (math.OC)
- Risk Bounds and Calibration for a Smart Predict-then-Optimize Method
2021/08/19 by Liu, Heyuan, Grigas, Paul · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Online Contextual Decision-Making with a Smart Predict-then-Optimize Method
2022/06/15 by Heyuan Liu, Liu, Heyuan, Paul Grigas +1 · 2 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Stochastic Gradient Optimization Techniques #Age of Information Optimization
- Profit Maximization for Online Advertising Demand-Side Platforms
2017/06/06 by Grigas, Paul, Lobos, Alfonso, Wen, Zheng +1 · 1 citation
#Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
- Binary Classification with Instance and Label Dependent Label Noise
2023/06/06 by Hyungki Im, Im, Hyungki, Paul Grigas +1 · 1 citation
Computer Science · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Stochastic First-Order Algorithms for Constrained Distributionally Robust Optimization
2023/05/26 by Im, Hyungki, Grigas, Paul · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- New Methods for Parametric Optimization via Differential Equations
2023/06/15 by Liu, Heyuan, Grigas, Paul · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- Active Learning For Contextual Linear Optimization: A Margin-Based Approach
2023/05/11 by Mo Liu, Liu, Mo, Paul Grigas +5 · 1 citation
Computer Science · Decision Sciences · #Advanced Statistical Process Monitoring #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Optimization and Control (math.OC)