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Extreme learning machine based transfer learning algorithms: A survey

Version 2 2024-06-05, 11:50
Version 1 2017-08-04, 10:04
journal contribution
posted on 2024-06-05, 11:50 authored by SM Salaken, Abbas KhosraviAbbas Khosravi, T Nguyen, S Nahavandi
Extreme learning machine (ELM) has been increasingly popular in the field of transfer learning (TL) due to its simplicity, training speed and ease of use in online sequential learning process. This paper critically examines transfer learning algorithms formulated with ELM technique and provides state of the art knowledge to expedite the learning process ELM based TL algorithms. As this article discusses available ELM based TL algorithm in detail, it provides a holistic overview of current literature, serves as a starting point for new researchers in ELM based TL algorithms and facilitates identification of future research direction in concise manner.

History

Journal

Neurocomputing

Volume

267

Pagination

516-524

Location

Amsterdam, The Netherlands

ISSN

0925-2312

eISSN

1872-8286

Language

English

Publication classification

C1.1 Refereed article in a scholarly journal

Copyright notice

2017, Elsevier

Publisher

ELSEVIER