Frank E. Curtis

1. Optimization Methods for Large-Scale Machine Learning
   2016/06/15 by Léon Bottou, Frank E. Curtis, Bottou, Léon +3 · 2 voices · 130 citations
   #stat.ML #cs.LG #math.OC
2. Optimization Methods for Large-Scale Machine Learning
   2018/01/01 by Léon Bottou, Frank E. Curtis, Jorge Nocedal · 145 citations
   Computer Science · Decision Sciences · #Stochastic Gradient Optimization Techniques #Advanced Bandit Algorithms Research #Machine Learning and Algorithms
3. Sequential Quadratic Optimization for Nonlinear Equality Constrained Stochastic Optimization
   2020/07/20 by Albert S. Berahas, Frank E. Curtis, Berahas, Albert +5 · 9 citations
   Mathematics · Computer Science · Engineering · #Advanced Optimization Algorithms Research #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques
4. ADMM for Multiaffine Constrained Optimization
   2018/02/26 by Wenbo Gao, Gao, Wenbo, Donald Goldfarb +3 · 4 citations
   Computer Science · Engineering · #90C26 #90C30 #Blind Source Separation Techniques #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Structural Health Monitoring Techniques
5. Worst-Case Complexity of TRACE with Inexact Subproblem Solutions for Nonconvex Smooth Optimization
   2022/04/24 by Frank E. Curtis, Qi Wang, Curtis, Frank E. +1 · 3 citations
   Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
6. A Reduced-Space Algorithm for Minimizing ℓ₁-Regularized Convex Functions
   2016/02/23 by Tianyi Chen, Chen, Tianyi, Frank E. Curtis +3 · 2 citations
   Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Numerical methods in inverse problems #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
7. A Stochastic-Gradient-based Interior-Point Algorithm for Solving Smooth Bound-Constrained Optimization Problems
   2023/04/28 by Frank E. Curtis, Vyacheslav Kungurtsev, Curtis, Frank E. +5 · 2 citations
   Mathematics · Engineering · Computer Science · #Advanced Optimization Algorithms Research #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
8. Gradient Sampling Methods for Nonsmooth Optimization
   2018/04/29 by James V. Burke, Burke, James V., Frank E. Curtis +7 · 1 citation
   Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
9. Almost-sure convergence of iterates and multipliers in stochastic sequential quadratic optimization
   2023/08/07 by Frank E. Curtis, Curtis, Frank E., Xin Jiang +3 · 2 citations
   Computer Science · Engineering · #49M05 #49M37 #62L20 #65K05 #68W20 #90C26 #90C30 #90C55 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
10. An inexact column-and-constraint generation method to solve two-stage robust optimization problems
    2022/07/07 by Man Yiu Tsang, Karmel S. Shehadeh, Tsang, Man Yiu +3 · 1 citation
    Engineering · #Advanced Control Systems Optimization #Enhanced Oil Recovery Techniques #FOS: Mathematics #Optimization and Control (math.OC) #Reservoir Engineering and Simulation Methods
11. A Variance-Reduced and Stabilized Proximal Stochastic Gradient Method with Support Identification Guarantees for Structured Optimization
    2023/02/14 by Yutong Dai, Dai, Yutong, Guanyi Wang +5 · 1 citation
    Computer Science · Engineering · #49M29 #49M37 #65K05 #65K10 #65Y20 #68Q25 #90C30 #90C60 #FOS: Mathematics #Optimization and Control (math.OC) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques