Decentralized Approximate Newton Methods for Convex Optimization on Networked Systems
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Control of Network Systems"
DOI: 10.1109/tcns.2021.3070663
Abstract: In this article, a class of decentralized approximate Newton (DEAN) methods for addressing convex optimization on a networked system is developed, where nodes in the networked system seek a consensus that minimizes the sum of… read more here.
Keywords: convex optimization; decentralized approximate; approximate newton; optimization networked ... See more keywords
Accelerated Distributed Approximate Newton Method.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3151736
Abstract: Distributed second-order optimization, as an effective strategy for training large-scale machine learning systems, has been widely investigated due to its low communication complexity. However, the existing distributed second-order optimization algorithms, including distributed approximate Newton (DANE),… read more here.
Keywords: distributed second; accelerated distributed; approximate newton; distributed approximate ... See more keywords