A comparative study of ANN online-offline learning algorithm

被引：0

作者：

Guo, HX ^{[1
]}

Zhu, KJ ^{[1
]}

Li, CP ^{[1
]}

Chen, X ^{[1
]}

机构：

[1] China Univ Geosci, Sch Management, Wuhan 430074, Peoples R China

来源：

Proceedings of the 2005 International Conference on Management Science & Engineering (12th), Vols 1- 3 | 2005年

关键词：

BP algorithm; genetic algorithm; GA-BP algorithm; online learning; offline learning;

D O I：

暂无

中图分类号：

F [经济];

学科分类号：

02 ;

摘要：

This paper focused on the analysis of characteristics of BP, GA and GA-BP-APARTING algorithms, and proposed the GA-BP-NESTING algorithm. With a simulate case, the four algorithms are studied comparatively under both online and offline ANN learning modes, with the conclusion drawn that, (1) initializing weights will affect greatly ANN training and, (2) GA-BP-NESTING algorithm is the most satisfactory for offline ANN learning.

引用

页码：239 / 245

页数：7

共 50 条

[1] A Study on the Online-Offline and Blended Learning Methods
Sharma D.
Sood A.K.
Darius P.S.H.
Gundabattini E.
Darius Gnanaraj S.
Joseph Jeyapaul A.
[J]. Journal of The Institution of Engineers (India): Series B, 2022, 103 (4) : 1373 - 1382
[2] ONLINE-OFFLINE COM
FURLONG, JD
[J]. JOURNAL OF MICROGRAPHICS, 1981, 14 (12): : 38 - 39
[3] Rethinking the online-offline connection in the study of religion online INTRODUCTION
Campbell, Heidi A.
Loevheim, Mia
[J]. INFORMATION COMMUNICATION & SOCIETY, 2011, 14 (08) : 1083 - 1096
[4] Learning Behaviors and Cognitive Participation in Online-Offline Hybrid Learning Environment
Li, Mengnan
[J]. INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2022, 17 (01) : 146 - 159
[5] Online and Offline Learning and Evaluations - A Comparative study
Pandey, Suruchi
Pabalkar, Vanishree
[J]. 2021 1ST CONFERENCE ON ONLINE TEACHING FOR MOBILE EDUCATION (OT4ME), 2021, : 122 - 123
[6] Understanding Physicians' Online-Offline Behavior Dynamics: An Empirical Study
Wang, Liuan
Yan, Lu
Zhou, Tongxin
Guo, Xitong
Heim, Gregory R.
[J]. INFORMATION SYSTEMS RESEARCH, 2020, 31 (02) : 537 - 555
[7] Residential Load Forecasting: An Online-Offline Deep Kernel Learning Method
Li, Yuanzheng
Zhang, Fushen
Liu, Yun
Liao, Huilian
Zhang, Hai-Tao
Chung, Chiyung
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2024, 39 (02) : 4264 - 4278
[8] A new dynamic bandwidth allocation algorithm based on online-offline mode for EPON
Turna, Ozgur Can
Aydin, Muhammed Ali
Zaim, Abdul Halim
Atmaca, Tuelin
[J]. OPTICAL SWITCHING AND NETWORKING, 2015, 15 : 29 - 43
[9] Price discrimination under online-offline competition
Guo, Wen-Chung
Lai, Fu-Chuan
[J]. ECONOMICS LETTERS, 2022, 216
[10] Young children's online-offline balance
Radesky, Jenny S.
[J]. ACTA PAEDIATRICA, 2021, 110 (03) : 748 - 749

← 1 2 3 4 5 →