Stephen Becker
- Sparse projections onto the simplex
2012/06/07 by Anastasios Kyrillidis, Kyrillidis, Anastasios, Stephen Becker +4 · 6 citations
Computer Science · Engineering · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- High Probability Convergence Bounds for Non-convex Stochastic Gradient Descent with Sub-Weibull Noise
2020/06/10 by Liam Madden, Emiliano Dall’Anese, Madden, Liam +3 · 2 citations
Computer Science · Engineering · Mathematics · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference
- A variational approach to stable principal component pursuit
2014/06/04 by Aleksandr Y. Aravkin, Stephen Becker, Aravkin, Aleksandr +5 · 1 citation
Computer Science · Engineering · #47N30 #62F35 #65K10 #81P50 #90C06 #Advanced Measurement and Detection Methods #FOS: Computer and information sciences #FOS: Mathematics #Guidance and Control Systems #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Target Tracking and Data Fusion in Sensor Networks
- Stochastic Subspace Descent
2019/04/01 by David Kozak, Stephen Becker, Kozak, David +5 · 1 citation
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Machine Learning and Algorithms
- In Situ Framework for Coupling Simulation and Machine Learning with Application to CFD
2023/06/22 by Riccardo Balin, Balin, Riccardo, Filippo Simini +17 · 2 citations
Computer Science · Engineering · #Advanced Data Storage Technologies #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Lattice Boltzmann Simulation Studies #Machine Learning (cs.LG)
- Approximate maximum likelihood estimators for linear regression with\n design matrix uncertainty
2021/04/07 by Richard J. Clancy, Clancy, Richard J, Stephen Becker +1 · 1 citation
Computer Science · Engineering · Mathematics · #62F10 #65K05 #Computation (stat.CO) #Control Systems and Identification #FOS: Computer and information sciences #FOS: Mathematics #G.3 #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical and numerical algorithms
- Spectral estimation from simulations via sketching
2021/09/09 by Zhishen Huang, Stephen Becker · 1 citation
Computer Science · Mathematics · #Stochastic Gradient Optimization Techniques #Markov Chains and Monte Carlo Methods #Gaussian Processes and Bayesian Inference
- The Chen-Teboulle algorithm is the proximal point algorithm
2019/08/09 by Stephen Becker, Becker, Stephen · 1 citation
Engineering · Mathematics · Computer Science · #Sparse and Compressive Sensing Techniques #Advanced Optimization Algorithms Research #Optimization and Variational Analysis
- QuadConv: Quadrature-based convolutions with applications to non-uniform PDE data compression
2023/11/20 by Kevin Doherty, Cooper Simpson, Stephen Becker +1 · 1 citation
Mathematics · Computer Science · Physics and Astronomy · #Tensor decomposition and applications #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks
- Nonnegative Low-Rank Matrix Correction under an Orthogonality Constraint in Conservative Vlasov Simulations
2026/07/28 by Yue Wu, Stephen Becker, Jingmei Qiu +1
Computer Science · Mathematics · #cs.NA #math.NA #math.OC
- Singular value soft-thresholding via the polar decomposition
2026/07/24 by Stephen Becker
#math.NA #cs.LG #cs.NA #math.OC