Extreme learning machine based transfer learning algorithms: A survey

被引:70
|
作者
Salaken, Syed Moshfeq [1 ]
Khosravi, Abbas [1 ]
Thanh Nguyen [1 ]
Nahavandi, Saeid [1 ]
机构
[1] Deakin Univ, Inst Intelligent Syst Res & Innovat, 75 Pigdons Rd, Waurn Ponds, Vic 3216, Australia
关键词
Transfer learning; Extreme learning machine;
D O I
10.1016/j.neucom.2017.06.037
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:516 / 524
页数:9
相关论文
共 50 条
  • [1] Extreme learning machine based transfer learning for data classification
    Li, Xiaodong
    Mao, Weijie
    Jiang, Wei
    NEUROCOMPUTING, 2016, 174 : 203 - 210
  • [2] A Survey on Machine Learning Based Routing Algorithms
    Liu C.
    Xu M.
    Geng N.
    Zhang X.
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2020, 57 (04): : 671 - 687
  • [3] Online Transfer Learning with Extreme Learning Machine
    Yin, Haibo
    Yang, Yun-an
    MATERIALS SCIENCE, ENERGY TECHNOLOGY, AND POWER ENGINEERING I, 2017, 1839
  • [4] Parallelization of a Series of Extreme Learning Machine Algorithms Based on Spark
    Liu, Tiantian
    Fang, Zhiyi
    Zhao, Chen
    Zhou, Yingmin
    2016 IEEE/ACIS 15TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS), 2016, : 1075 - 1079
  • [5] A Survey of Spectrum Sensing Algorithms Based on Machine Learning
    Liu, Youyao
    Li, Juan
    ADVANCES IN NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, ICNC-FSKD 2022, 2023, 153 : 888 - 895
  • [6] Target adaptive extreme learning machine for transfer learning
    Jong Hyok Ri
    Tok Gil Kang
    Chol Ryong Choe
    International Journal of Machine Learning and Cybernetics, 2024, 15 (3) : 917 - 927
  • [7] Target adaptive extreme learning machine for transfer learning
    Ri, Jong Hyok
    Kang, Tok Gil
    Choe, Chol Ryong
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (03) : 917 - 927
  • [8] Extreme learning machine based transfer learning for aero engine fault diagnosis
    Zhao, Yong-Ping
    Chen, Yao-Bin
    AEROSPACE SCIENCE AND TECHNOLOGY, 2022, 121
  • [9] Survey on Breast Cancer Based on Extreme Learning Machine Features
    Srikanth, G. Umarani
    Haritha, A.
    PROCEEDINGS OF 2019 1ST INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION AND COMMUNICATION TECHNOLOGY (ICIICT 2019), 2019,
  • [10] A Survey of Machine Learning algorithms in EEG
    Hoang-Thuy-Tien Vo
    Luu-Nha-Tran Dang
    Vuong-Thuy-Ngan Nguyen
    Van-Tuan Huynh
    PROCEEDINGS OF 2019 6TH NATIONAL FOUNDATION FOR SCIENCE AND TECHNOLOGY DEVELOPMENT (NAFOSTED) CONFERENCE ON INFORMATION AND COMPUTER SCIENCE (NICS), 2019, : 500 - 505