THE UNPREDICTABILITY OF STANDARD BACK-PROPAGATION NEURAL NETWORKS IN CLASSIFICATION APPLICATIONS

被引:50
作者
WANG, SH
机构
关键词
NEURAL NETWORKS; ARTIFICIAL INTELLIGENCE; CLASSIFICATION;
D O I
10.1287/mnsc.41.3.555
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This note offers an extension of Tam and Kiang (1992). First the weakness of the standard back propagation neural network learning algorithm is discussed, and then a warning is issued regarding applications of artificial neural networks in the management science field. Also suggested is a possible way of improving the performance of neural networks in managerial applications.
引用
收藏
页码:555 / 559
页数:5
相关论文
共 50 条
  • [21] Inferring species membership using DNA sequences with back-propagation neural networks
    Zhang, A. B.
    Sikes, D. S.
    Muster, C.
    Li, S. Q.
    SYSTEMATIC BIOLOGY, 2008, 57 (02) : 202 - 215
  • [22] NEURAL CONTROLLER BASED ON BACK-PROPAGATION ALGORITHM
    SAERENS, M
    SOQUET, A
    IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1991, 138 (01) : 55 - 62
  • [23] Modeling leaching behavior of solidified wastes using back-propagation neural networks
    Bayar, Senem
    Demir, Ibrahim
    Engin, Guleda Onkal
    ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY, 2009, 72 (03) : 843 - 850
  • [24] An Underwater Binocular Vision Positioning Method Based on Back-Propagation Neural Networks
    Feng, Lei
    Gao, Jian
    Tang, Zuocheng
    Li, Chen
    OCEAN OPTICS AND INFORMATION TECHNOLOGY, 2018, 10850
  • [25] Introducing the back-propagation into probabilistic neural network
    1600, Systems Engineering Society of China (34):
  • [26] A new approach to speech quality assessment based on back-propagation neural networks
    Rozhon, J.
    Voznak, M.
    Rezac, F.
    Slachta, J.
    Safarik, J.
    International Journal of Circuits, Systems and Signal Processing, 2016, 10 : 52 - 61
  • [27] An Improved Back-Propagation Neural Network Algorithm
    Hao, Pan
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 4586 - 4590
  • [28] Enhancing the Willingness of Adopting AI in Education Using Back-propagation Neural Networks
    Wu, Chien-Hung
    Hung, Chih-Hsiang
    Shen, Chih-Chien
    Yu, Jo-Hung
    SENSORS AND MATERIALS, 2024, 36 (03) : 905 - 917
  • [29] CLASSIFICATION OF MULTISPECTRAL REMOTE-SENSING DATA USING A BACK-PROPAGATION NEURAL NETWORK
    HEERMANN, PD
    KHAZENIE, N
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (01): : 81 - 88
  • [30] A Classification of "Gracilaria changii" Protein Sequences Using Back-Propagation Classifier
    Mohamed, Nur Shazila
    Othman, Zulaiha Ali
    Abu Bakar, Azuraliza
    2009 2ND CONFERENCE ON DATA MINING AND OPTIMIZATION, 2009, : 101 - 106