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Robinson, Daniel P.

  1. 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
  2. Scalable Sparse Subspace Clustering by Orthogonal Matching Pursuit
    2015/07/05 by You, Chong, Robinson, Daniel P., Vidal, Rene · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Concise Complexity Analyses for Trust-Region Methods
    2018/02/21 by Curtis, Frank E., Lubberts, Zachary, Robinson, Daniel P. · 4 citations
    #49M15 #49M37 #58C15 #65K05 #65K10 #65Y20 #68Q25 #90C30 #90C60 #FOS: Mathematics #Optimization and Control (math.OC)
  4. Trust-Region Newton-CG with Strong Second-Order Complexity Guarantees for Nonconvex Optimization
    2019/12/09 by Curtis, Frank E., Robinson, Daniel P., Royer, Clément +1 · 5 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  5. Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering
    2016/05/09 by You, Chong, Li, Chun-Guang, Robinson, Daniel P. +1 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Sequential Quadratic Optimization for Stochastic Optimization with Deterministic Nonlinear Inequality and Equality Constraints
    2023/02/28 by Curtis, Frank E., Robinson, Daniel P., Zhou, Baoyu · 5 citations
    #49M05 #49M37 #65K05 #65K10 #90C15 #90C30 #90C55 #FOS: Mathematics #Optimization and Control (math.OC)
  7. Worst-Case Complexity of an SQP Method for Nonlinear Equality Constrained Stochastic Optimization
    2021/12/29 by Curtis, Frank E., O'Neill, Michael J., Robinson, Daniel P. · 4 citations
    #49M37 #65K05 #65K10 #90C15 #90C30 #90C55 #FOS: Mathematics #Optimization and Control (math.OC)
  8. A Stochastic Sequential Quadratic Optimization Algorithm for Nonlinear Equality Constrained Optimization with Rank-Deficient Jacobians
    2021/06/24 by Berahas, Albert S., Curtis, Frank E., O'Neill, Michael J. +1 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC)
  9. Self-Representation Based Unsupervised Exemplar Selection in a Union of Subspaces
    2020/06/07 by Chong You, You, Chong, Chi Li +5 · 2 citations
    Computer Science · #Face and Expression Recognition #Machine Learning and Data Classification #Image Retrieval and Classification Techniques
  10. A Reduced-Space Algorithm for Minimizing ℓ1-Regularized Convex Functions
    2016/02/23 by Tianyi Chen, Frank E. Curtis, Chen, Tianyi +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
  11. A Stochastic-Gradient-based Interior-Point Algorithm for Solving Smooth Bound-Constrained Optimization Problems
    2023/04/28 by Frank E. Curtis, Curtis, Frank E., Vyacheslav Kungurtsev +5 · 2 citations
    Mathematics · Engineering · Computer Science · #Advanced Optimization Algorithms Research #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  12. Complexity Analysis of a Trust Funnel Algorithm for Equality Constrained Optimization
    2017/07/02 by Curtis, Frank E., Robinson, Daniel P., Samadi, Mohammadreza · 1 citation
    #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  13. Is an Affine Constraint Needed for Affine Subspace Clustering?
    2020/05/08 by You, Chong, Li, Chun-Guang, Robinson, Daniel P. +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  14. Inexact Sequential Quadratic Optimization for Minimizing a Stochastic Objective Function Subject to Deterministic Nonlinear Equality Constraints
    2021/07/07 by Curtis, Frank E., Robinson, Daniel P., Zhou, Baoyu · 1 citation
    #49M05 #49M10 #49M37 #65K05 #65K10 #90C15 #90C30 #90C55 #FOS: Mathematics #Optimization and Control (math.OC)
  15. A Variance-Reduced and Stabilized Proximal Stochastic Gradient Method with Support Identification Guarantees for Structured Optimization
    2023/02/14 by Yutong Dai, Guanyi Wang, Dai, Yutong +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
  16. A Proximal-Gradient Method for Constrained Optimization
    2024/04/11 by Dai, Yutong, Qu, Xiaoyi, Robinson, Daniel P. · 1 citation
    #49M37 #65K05 #65K10 #65Y20 #68Q25 #90C30 #90C60 #FOS: Mathematics #Optimization and Control (math.OC)
  17. Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
    2025/02/23 by Xiaoyi Qu, Qu, Xiaoyi, Aponte, David +12 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications