Vivak Patel
- Global Convergence and Stability of Stochastic Gradient Descent
2021/10/04 by Vivak Patel, Shushu Zhang, Patel, Vivak +3 · 6 citations
Computer Science · Engineering · Mathematics · #65K05 #68Q25 #68T05 #90C06 #90C30 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Gradient Descent in the Absence of Global Lipschitz Continuity of the Gradients
2022/10/05 by Vivak Patel, Albert S. Berahas, Patel, Vivak +1 · 3 citations
Computer Science · Engineering · Mathematics · #68T99 #68W40 #90C26 #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Stopping Criteria for, and Strong Convergence of, Stochastic Gradient\n Descent on Bottou-Curtis-Nocedal Functions
2020/04/01 by Vivak Patel, Patel, Vivak · 1 citation
Computer Science · Decision Sciences · Engineering · #65K05 #68Q25 #68T05 #90C06 #90C30 #Advanced Bandit Algorithms Research #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
- Stochastic Gradient Descent on Nonconvex Functions with General Noise Models
2021/04/01 by Vivak Patel, Shushu Zhang, Patel, Vivak +1 · 1 citation
Computer Science · Engineering · Mathematics · #65K05 #68Q25 #68T05 #90C06 #90C30 #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Solving, Tracking and Stopping Streaming Linear Inverse Problems
2022/01/15 by Nathaniel Pritchard, Pritchard, Nathaniel, Vivak Patel +1 · 2 citations
Mathematics · Medicine · #60F10 #62L12 #65F10 #65F25 #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #MRI in cancer diagnosis #Medical Imaging Techniques and Applications #Numerical Analysis (math.NA) #Statistical Methods and Inference
- Randomized Block Adaptive Linear System Solvers
2022/04/04 by Vivak Patel, Mohammad Jahangoshahi, Patel, Vivak +3 · 1 citation
Computer Science · Mathematics · #15A06 #15B52 #65F10 #65F25 #65N75 #65Y05 #68W20 #68W40 #Advanced Optimization Algorithms Research #FOS: Mathematics #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Stochastic Gradient Optimization Techniques
- Towards Practical Large-scale Randomized Iterative Least Squares Solvers through Uncertainty Quantification
2022/08/09 by Nathaniel Pritchard, Vivak Patel, Pritchard, Nathaniel +1 · 1 citation
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Error Correcting Code Techniques