BNGBS: An efficient network boosting system with triple incremental learning capabilities for more nodes, samples, and classes
Sign Up to like & getrecommendations! Published in 2020 at "Neurocomputing"
DOI: 10.1016/j.neucom.2020.06.100
Abstract: Abstract As an ensemble algorithm, network boosting enjoys a powerful classification ability but suffers from the tedious and time-consuming training process. To tackle the problem, in this paper, a broad network gradient boosting system (BNGBS)… read more here.
Keywords: incremental learning; network; system; boosting system ... See more keywords
On Adaptive Boosting for System Identification
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2017.2754319
Abstract: In the field of machine learning, the algorithm Adaptive Boosting has been successfully applied to a wide range of regression and classification problems. However, to the best of the authors’ knowledge, the use of this… read more here.
Keywords: adaptive boosting; system identification; system; boosting system ... See more keywords