Mahesh Chandra Mukkamala
- Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms
2019/05/22 by Mahesh Chandra Mukkamala, Mukkamala, Mahesh Chandra, Peter Ochs +1 · 3 citations
Computer Science · Engineering · #Advanced Adaptive Filtering Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Information Retrieval (cs.IR) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
- Variants of RMSProp and Adagrad with Logarithmic Regret Bounds
2017/06/17 by Mahesh Chandra Mukkamala, Matthias Hein, Mukkamala, Mahesh Chandra +1 · 2 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Convex-Concave Backtracking for Inertial Bregman Proximal Gradient\n Algorithms in Non-Convex Optimization
2019/04/06 by Mahesh Chandra Mukkamala, Mukkamala, Mahesh Chandra, Peter Ochs +5 · 2 citations
Computer Science · Engineering · Medicine · #26B25 #49M27 #52A41 #65K05 #90C25 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optical Imaging and Spectroscopy Techniques #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Bregman Proximal Framework for Deep Linear Neural Networks
2019/10/08 by Mahesh Chandra Mukkamala, Felix Westerkamp, Mukkamala, Mahesh Chandra +7 · 1 citation
Computer Science · Engineering · Mathematics · #26B25 #47J25 #49M27 #65F22 #65K05 #90C26 #90C30 #Advanced Optimization Algorithms Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques