A MODIFIED NEURAL-NETWORK-BASED GM(1,1)

被引：0

作者：

Yeh, Ming-Feng ^{[1
]}

Chen, Ti-Hung ^{[2
]}

Lu, Hung-Ching ^{[3
]}

机构：

[1] Lunghwa Univ Sci & Technol, Dept Elect Engn, Taoyuan, Taiwan

[2] Lunghwa Univ Sci & Technol, Dept Comp Informat & Network Engn, Taoyuan, Taiwan

[3] Tatung Univ, Dept Elect Engn, Taoyuan, Taiwan

来源：

PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL 1 | 2018年

关键词：

Forecasting model; Gradient descent method; Grey model; Neural network; MODEL;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Inspired by neural-network-based GM(1,1) (NN-GM(1,1)), this study attempts to drive a more simple and efficient learning rule to enhance the fitting/forecasting ability and convergence speed of the grey neural network. Simulation results on two real datasets show that the proposed modified NN-GM(1,1) performs better than the original NN-GM(1,1) in terms of fitting and forecasting accuracies. In addition, the modified NN-GM(1,1) has faster convergence speed.

引用

页码：1 / 5

页数：5

共 50 条

[1] Research on Library Visits Prediction based on the Combination of GM (1,1) and BP Neural Network
Peng, Leilei
Liu, Ying
Chen, Ke
[J]. THIRD INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION; NETWORK AND COMPUTER TECHNOLOGY (ECNCT 2021), 2022, 12167
[2] Ship Equipment Repair Cost Forecast Combination Based on Neural Network and GM(1,1)
Li Fenghuan
Liu Wenjun
[J]. PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INNOVATION AND MANAGEMENT, 2015, : 821 - 825
[3] Video vehicle tracking based on modified GM(1,1) model
Wang, Chuanrong
Xu, Guoyan
Gao, Feng
Wang, Jiangfeng
[J]. Qiche Gongcheng/Automotive Engineering, 2010, 32 (04): : 347 - 350
[4] A Modified Unbiased GM(1,1) Prediction Model based EEMD
Jiang, Haixu
Zhang, Ke
Wang, Jingyu
Yang, Tianshe
[J]. 2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 2027 - 2031
[5] A Modified Grey Neural Network GNNM(1,1) Model Based on Momentun and Its Application
Shen Yan
Bao Jie
Sun Hongying
[J]. 2012 THIRD GLOBAL CONGRESS ON INTELLIGENT SYSTEMS (GCIS 2012), 2012, : 405 - 408
[6] A Variable-Weight Combination Forecasting Model Based on GM(1,1) Model and RBF Neural Network
Yan Feng
Wang Jian-mei
Xu Hai-mei
[J]. PROCEEDINGS OF 2013 2ND INTERNATIONAL CONFERENCE ON MEASUREMENT, INFORMATION AND CONTROL (ICMIC 2013), VOLS 1 & 2, 2013, : 524 - 528
[7] Research on Librarian Demand Prediction Based on the GM (1,1) Model and BP Neural Network Combined Model
Peng, Leilei
Liu, Ying
Chen, Ke
[J]. ADVANCES IN WIRELESS COMMUNICATIONS AND APPLICATIONS, ICWCA 2021, 2023, 299 : 115 - 124
[8] A Modified GM(1,1) Model and Its Application
Ji, Peirong
Zou, Hongbo
Hu, Xinyu
[J]. ADVANCES IN GREY SYSTEMS RESEARCH, 2010, : 317 - 325
[9] Modified method of calculating parameters of GM(1,1) model
Zhang, Tong
Wang, Zicai
Wu, Jianwei
[J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering & Electronics, 1998, 20 (08): : 58 - 60
[10] Network Calibration interval optimization algorithm based on NLGA-GM (1,1)
Cui, Xinchen
Chen, Zhenlin
[J]. PROCEEDINGS OF THE 2015 4TH INTERNATIONAL CONFERENCE ON SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, 2016, 43 : 614 - 618

← 1 2 3 4 5 →