Justin Romberg

1. Stable signal recovery from incomplete and inaccurate measurements
   2006/03/01 by Emmanuel J. Candès, Justin K. Romberg, Justin Romberg +1 · 270 citations
   Engineering · Mathematics · Computer Science · #Sparse and Compressive Sensing Techniques #Mathematical Analysis and Transform Methods #Image and Signal Denoising Methods
2. Robust Uncertainty Principles: Exact Signal Reconstruction from Highly Incomplete Frequency Information
   2004/09/10 by Emmanuel J. Candès, Justin Romberg, Candes, Emmanuel +3 · 81 citations
   Computer Science · Decision Sciences · Engineering · #94A08 (Secondary) #94A12 (Primary) #94A20 #Classical Analysis and ODEs (math.CA) #FOS: Mathematics #Image and Signal Denoising Methods #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design #Sparse and Compressive Sensing Techniques
3. Stable Signal Recovery from Incomplete and Inaccurate Measurements
   2005/03/03 by Emmanuel J. Candès, Candes, Emmanuel, Justin Romberg +3 · 37 citations
   Computer Science · Engineering · #41A45 #42A10 #94A12 #Blind Source Separation Techniques #FOS: Mathematics #Image and Signal Denoising Methods #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques
4. Sparsity and incoherence in compressive sampling
   2007/04/10 by Emmanuel Candès, Justin Romberg · 6 citations
5. Finite Sample Analysis of Two-Time-Scale Natural Actor-Critic Algorithm
   2021/01/26 by Sajad Khodadadian, Thinh T. Doan, Khodadadian, Sajad +5 · 4 citations
   Computer Science · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Adaptive Dynamic Programming Control
6. A Two-Time-Scale Stochastic Optimization Framework with Applications in Control and Reinforcement Learning
   2021/09/29 by Sihan Zeng, Thinh T. Doan, Zeng, Sihan +3 · 3 citations
   Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Stochastic Gradient Optimization Techniques
7. Solving Equations of Random Convex Functions via Anchored Regression
   2017/02/17 by Sohail Bahmani, Bahmani, Sohail, Justin Romberg +1 · 2 citations
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Probability (math.PR) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference
8. Quantitative Robust Uncertainty Principles and Optimally Sparse Decompositions
   2004/11/12 by Emmanuel J. Candès, Emmanuel Candes, Candes, Emmanuel +2 · 1 citation
   Decision Sciences · Engineering · Mathematics · #41A45 #42A10 #94A12 #Classical Analysis and ODEs (math.CA) #Control Systems and Identification #FOS: Mathematics #Fault Detection and Control Systems #Probabilistic and Robust Engineering Design #math.CA #msc:41A45 #msc:42A10 #msc:94A12
9. Sparse Recovery of Streaming Signals Using L1-Homotopy
   2013/06/14 by M. Salman Asif, Asif, M. Salman, Justin Romberg +1 · 1 citation
   Computer Science · Engineering · #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Mathematics #Image and Signal Denoising Methods #Information Theory (cs.IT) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
10. Regularized Gradient Descent Ascent for Two-Player Zero-Sum Markov Games
    2022/05/27 by Sihan Zeng, Zeng, Sihan, Thinh T. Doan +3 · 2 citations
    Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
11. Finite-Time Complexity of Online Primal-Dual Natural Actor-Critic Algorithm for Constrained Markov Decision Processes
    2021/10/21 by Sihan Zeng, Zeng, Sihan, Thinh T. Doan +3 · 1 citation
    Computer Science · Decision Sciences · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
12. STAN: Spatio-Temporal Attention Network for Pandemic Prediction Using Real World Evidence
    2020/07/23 by Junyi Gao, Rakshith Sharma, Gao, Junyi +13 · 2 citations
    Medicine · Mathematics · #Data-Driven Disease Surveillance #COVID-19 epidemiological studies #COVID-19 diagnosis using AI