Iyengar, Garud
- A Computational Framework for Multivariate Convex Regression and Its Variants
2015/09/28 by Rahul Mazumder, Arkopal Choudhury, Mazumder, Rahul +5 · 5 citations
Computer Science · Engineering · Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning and Algorithms #Methodology (stat.ME) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference
- Sparsity-Agnostic Lasso Bandit
2020/07/16 by Min-hwan Oh, Oh, Min-hwan, Garud Iyengar +3 · 5 citations
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Energy Management #Sparse and Compressive Sensing Techniques
- Sequential Anomaly Detection using Inverse Reinforcement Learning
2020/04/22 by Min-hwan Oh, Garud Iyengar, Oh, Min-hwan +1 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Network Security and Intrusion Detection
- Linear Convergence of Stochastic Frank Wolfe Variants
2017/03/21 by Donald Goldfarb, Garud Iyengar, Goldfarb, Donald +3 · 4 citations
Computer Science · Mathematics · #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Neural Networks and Applications #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
- An Alternating Direction Method with Increasing Penalty for Stable Principal Component Pursuit
2013/09/25 by Aybat, Necdet Serhat, Iyengar, Garud · 2 citations
#FOS: Mathematics #Optimization and Control (math.OC)
- Learning the Pareto Front Using Bootstrapped Observation Samples
2023/05/31 by Kim, Wonyoung, Iyengar, Garud, Zeevi, Assaf · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- An Asynchronous Distributed Proximal Gradient Method for Composite Convex Optimization
2014/09/30 by Necdet Serhat Aybat, Aybat, Necdet Serhat, Garud Iyengar +3 · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Asymptotically Optimal Competitive Ratio for Online Allocation of Reusable Resources
2020/02/06 by Goyal, Vineet, Iyengar, Garud, Udwani, Rajan · 2 citations
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
- Fast First-Order Methods for Stable Principal Component Pursuit
2011/05/11 by Necdet Serhat Aybat, Donald Goldfarb, Aybat, Necdet Serhat +3 · 1 citation
Engineering · Mathematics · Physics and Astronomy · #Electromagnetic Simulation and Numerical Methods #FOS: Mathematics #Model Reduction and Neural Networks #Numerical methods for differential equations #Optimization and Control (math.OC)
- Multinomial Logit Contextual Bandits: Provable Optimality and Practicality
2021/03/25 by Min-hwan Oh, Garud Iyengar, Oh, Min-hwan +1 · 2 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Optimization and Search Problems
- A First-order Augmented Lagrangian Method for Compressed Sensing
2010/05/31 by Necdet Serhat Aybat, Garud Iyengar, Aybat, Necdet Serhat +1 · 1 citation
Engineering · Mathematics · #FOS: Electrical engineering #FOS: Mathematics #Microwave Imaging and Scattering Analysis #Numerical methods in inverse problems #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Scalable Computation of Causal Bounds
2023/08/04 by Madhumitha Shridharan, Garud Iyengar, Shridharan, Madhumitha +1 · 1 citation
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- A Doubly Robust Approach to Sparse Reinforcement Learning
2023/10/23 by Wonyoung Kim, Kim, Wonyoung, Garud Iyengar +3 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Contested Logistics: A Game-Theoretic Approach
2024/08/23 by Jakub Černý, Chun Kai Ling, Cerny, Jakub +11 · 2 citations
Business, Management and Accounting · Economics, Econometrics and Finance · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Global trade, sustainability, and social impact #Merger and Competition Analysis
- Linear Bandits with Partially Observable Features
2025/02/10 by Wonyoung Kim, Kim, Wonyoung, Sungwoo Park +7 · 2 citations
Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- An Augmented Lagrangian Method for Conic Convex Programming
2013/02/26 by Necdet Serhat Aybat, Garud Iyengar, Aybat, Necdet Serhat +1 · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques