Comments on “Local coupled extreme learning machine”

Local coupled extreme learning machine (LCELM) (Qu in Neural Comput Appl 27(1):27–33, 2016 ) is a recently developed variant of ELM and uses the paradigm of local coupled feed-forward neural network (LCFNN) (Sun in Neural Netw 23(1):108–113, 2010 ) to train an ELM model. This comment is to point out...

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Veröffentlicht in:Neural computing & applications 2017-03, Vol.28 (3), p.631-634
Hauptverfasser: Yu, Wan-guo, Zhou, Xu, He, Yu-lin, Ashfaq, Rana Aamir Raza
Format: Artikel
Sprache:eng
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Zusammenfassung:Local coupled extreme learning machine (LCELM) (Qu in Neural Comput Appl 27(1):27–33, 2016 ) is a recently developed variant of ELM and uses the paradigm of local coupled feed-forward neural network (LCFNN) (Sun in Neural Netw 23(1):108–113, 2010 ) to train an ELM model. This comment is to point out that the window function used in LCELM does not satisfy the necessary conditions of window function required by LCFNN. As a result, LCELM cannot effectively control the activation of hidden-layer node for different instances. It is possible that the improper window function can cause LCELM has the same discriminant with the basic ELM.
ISSN:0941-0643
1433-3058
DOI:10.1007/s00521-016-2497-z