2022/07/31 by Angan Mitra, Nguyễn Kim Thắng, Mitra, Angan +7
Computer Science · #Data Structures and Algorithms (cs.DS) #Distributed Sensor Networks and Detection Algorithms #Energy Efficient Wireless Sensor Networks #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
paper · pdf · doi:10.48550/arxiv.2208.00522
openalex publication_date 2022/07/31 · openalex created_date 2022/08/03 · openalex updated_date 2026/07/28
The design of decentralized learning algorithms is important in the fast-growing world in which data are distributed over participants with limited local computation resources and communication. In this direction, we propose an online algorithm minimizing non-convex loss functions aggregated from individual data/models distributed over a network. We provide the theoretical performance guarantee of our algorithm and demonstrate its utility on a real life smart building.