Mikael Johansson
- The Convergence of Sparsified Gradient Methods
2018/09/27 by Dan Alistarh, Torsten Hoefler, Alistarh, Dan +9 · 16 citations
Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Global convergence of the Heavy-ball method for convex optimization
2014/12/23 by Euhanna Ghadimi, Hamid Reza Feyzmahdavian, Ghadimi, Euhanna +3 · 7 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Distributed learning with compressed gradients
2018/06/18 by Sarit Khirirat, Khirirat, Sarit, Hamid Reza Feyzmahdavian +3 · 12 citations
Computer Science · Engineering · #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Advances in Asynchronous Parallel and Distributed Optimization
2020/10/08 by By Mahmoud Assran, Mahmoud Assran, Arda Aytekin +4 · 9 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Quantum Computing Algorithms and Architecture #Sparse and Compressive Sensing Techniques
- Stability and Convergence of Stochastic Gradient Clipping: Beyond Lipschitz Continuity and Smoothness
2021/02/12 by V. Vien, Mikael Johansson, Mai, Vien V. +1 · 6 citations
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and ELM #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Anderson Acceleration of Proximal Gradient Methods
2019/10/18 by Mikael Johansson, Mai, Vien V., Johansson, Mikael · 7 citations
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Matrix Theory and Algorithms #Numerical methods in inverse problems #Optimization and Control (math.OC) #Radiative Heat Transfer Studies
- An Asynchronous Mini-Batch Algorithm for Regularized Stochastic Optimization
2015/05/18 by Hamid Reza Feyzmahdavian, Feyzmahdavian, Hamid Reza, Arda Aytekin +3 · 3 citations
Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Optimization and Search Problems #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Asynchronous Iterations in Optimization: New Sequence Results and Sharper Algorithmic Guarantees
2021/09/09 by Hamid Reza Feyzmahdavian, Feyzmahdavian, Hamid Reza, Mikael Johansson +1 · 4 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Cooperative Communication and Network Coding
- A New Family of Feasible Methods for Distributed Resource Allocation
2021/03/28 by Xuyang Wu, Sindri Magnússon, Wu, Xuyang +3 · 3 citations
Computer Science · #Optimization and Search Problems #Energy Efficient Wireless Sensor Networks #Complexity and Algorithms in Graphs
- A Fast and Accurate Splitting Method for Optimal Transport: Analysis and Implementation
2021/10/22 by V. Vien, Mai, Vien V., Jacob Lindbäck +3 · 2 citations
Decision Sciences · #Probabilistic and Robust Engineering Design #Risk and Portfolio Optimization
- Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data
2024/06/12 by Jiaojiao Zhang, Jiang Hu, Zhang, Jiaojiao +5 · 3 citations
Computer Science · Mathematics · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Composite federated learning with heterogeneous data
2023/09/04 by Jiaojiao Zhang, Zhang, Jiaojiao, Jiang Hu +3 · 2 citations
Computer Science · #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Harnessing the Power of Serverless Runtimes for Large-Scale Optimization
2019/01/10 by Arda Aytekin, Mikael Johansson, Aytekin, Arda +1 · 1 citation
Computer Science · #Cloud Computing and Resource Management #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques
- Delay-adaptive step-sizes for asynchronous learning
2022/02/17 by Xuyang Wu, Wu, Xuyang, Sindri Magnússon +5 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Analog and Mixed-Signal Circuit Design #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
- Delay-agnostic Asynchronous Coordinate Update Algorithm
2023/05/15 by Xuyang Wu, Wu, Xuyang, Changxin Liu +5 · 1 citation
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Advanced Topics in Algebra #FOS: Mathematics #Matrix Theory and Algorithms #Optimization and Control (math.OC)
- Distributed Output-Feedback LQG Control with Delayed Information Sharing
2012/04/27 by Hamid Reza Feyzmahdavian, Feyzmahdavian, Hamid Reza, Ather Gattami +3 · 1 citation
Engineering · #Advanced Control Systems Optimization #Control and Stability of Dynamical Systems #FOS: Electrical engineering #Stability and Control of Uncertain Systems #Systems and Control (eess.SY) #electronic engineering #information engineering
- Stable MPC with maximal terminal sets and quadratic terminal costs
2024/06/04 by Mikael Johansson, Johansson, Mikael, Hamed Taghavian +1 · 1 citation
Engineering · #Advanced Control Systems Optimization #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- From promise to practice: realizing high-performance decentralized training
2024/10/15 by Jiaojiao Zhang, Wang, Zesen, Xuyang Wu +4 · 1 citation
Medicine · #Cardiovascular and exercise physiology