IEEE - Institute of Electrical and Electronics Engineers, Inc. - A Novel Concept Drift Detection Method for Incremental Learning in Nonstationary Environments

Author(s): Zhe Yang ; Sameer Al-Dahidi ; Piero Baraldi ; Enrico Zio ; Lorenzo Montelatici
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Volume: PP
Page(s): 1 - 12
ISSN (Electronic): 2162-2388
ISSN (Paper): 2162-237X
DOI: 10.1109/TNNLS.2019.2900956
Regular:

We present a novel method for concept drift detection, based on: 1) the development and continuous updating of online sequential extreme learning machines (OS-ELMs) and 2) the quantification of... View More

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