Multistage Collaborative Machine Learning and its Application to Antenna Modeling and Optimization
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Antennas and Propagation"
DOI: 10.1109/tap.2019.2963570
Abstract: A multistage collaborative machine learning (MS-CoML) method that can be applied to efficient multiobjective antenna modeling and optimization is proposed. Machine learning methods, including single-output Gaussian process regression (SOGPR) and symmetric and asymmetric multioutput GPR… read more here.
Keywords: optimization; machine; collaborative machine; multistage collaborative ... See more keywords
Collaborative Machine Learning: Schemes, Robustness, and Privacy.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3169347
Abstract: Distributed machine learning (ML) was originally introduced to solve a complex ML problem in a parallel way for more efficient usage of computation resources. In recent years, such learning has been extended to satisfy other… read more here.
Keywords: training data; learning schemes; collaborative machine; machine learning ... See more keywords