Credit Evaluation for Food Enterprise Based on the Integration of Neural Networks and Expert Ratings

被引:0
作者
Ma, Ai-Jin [1 ]
Zhao, Hai-Zhen [2 ]
Gao, Yang [1 ]
机构
[1] China Natl Inst Standardizat, Beijing, Peoples R China
[2] State Environm Protect Adm China, Appraisal Ctr Environm & Engn, Beijing, Peoples R China
来源
2015 2ND INTERNATIONAL CONFERENCE ON EDUCATION AND SOCIAL DEVELOPMENT, ICESD 2015 | 2015年
关键词
Neural Network; Food Enterprise; Credit Evaluation;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The Food Enterprise Credit Evaluation is of great significance for food supervision and management, for which we have proposed a food enterprise credit evaluation model based on neural networks and expert ratings. This model is to collect data based on the established food enterprise credit evaluation index system, make use of the recurrent neural network structure of the two cycling hidden layers with delayed feedback and an output layer, apply the gradient descent algorithm training neural network of the drive volume and adaptive variable rate to determine the parameters and simulate valuation of the neural network, and then use the Bayesian regularization method to optimize the model of the neural network, and complete determination based on the expert scoring method while comparing and analyzing the network calculation score and optimization results. This model features higher prediction accuracy and stronger versatility for evaluation of the food enterprise credit and boasts important theoretical and practical values for protection of the people's health and promotion of the healthy development of the food industry.
引用
收藏
页码:744 / 750
页数:7
相关论文
共 50 条
[41]   Credit Evaluation of Electricity Sales Companies Based on Improved Coefficient of Variation Method and BP Neural Network [J].
Li Y. ;
Li F. ;
Wang S. ;
Shang Q. .
Dianwang Jishu/Power System Technology, 2022, 46 (11) :4228-4237
[42]   Performance evaluation of neural network based integration of vision and motion sensors for vehicular navigation [J].
Ragab, Mahmoud M. ;
Ragab, Hany ;
Givigi, Sidney ;
Noureldin, Aboelmagd .
AUTONOMOUS SYSTEMS: SENSORS, PROCESSING, AND SECURITY FOR VEHICLES AND INFRASTRUCTURE 2019, 2019, 11009
[43]   Research on the Evaluation of 4PL Enterprise Competitiveness Based on Information Entropy-Neural Network [J].
Shi, Chenghua ;
Han, Yuexiao ;
Gu, Yungao .
ADVANCED MEASUREMENT AND TEST, PARTS 1 AND 2, 2010, 439-440 :331-+
[44]   Labor Intensity Evaluation Technique in Software Development Process Based on Neural Networks [J].
Dudarin, Pavel, V ;
Tronin, Vadim G. ;
Svatov, Kirill, V ;
Belov, Vladimir A. ;
Shakurov, Roman A. .
PROCEEDINGS OF THE FOURTH INTERNATIONAL SCIENTIFIC CONFERENCE INTELLIGENT INFORMATION TECHNOLOGIES FOR INDUSTRY (IITI'19), 2020, 1156 :75-84
[45]   The research on dance motion quality evaluation based on spatiotemporal convolutional neural networks [J].
Qin, Wei ;
Meng, Junying .
ALEXANDRIA ENGINEERING JOURNAL, 2025, 114 :46-54
[46]   RETRACTED: Dynamic evaluation of logistics enterprise competitiveness based on machine learning and improved neural network (Retracted Article) [J].
Li, Weizheng ;
Wang, Yang .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 13 (Suppl 1) :35-35
[47]   Yield Evaluation of Faulty Memristive Crossbar Array-based Neural Networks with Repairability [J].
Bala, Anu ;
Khandelwal, Saurabh ;
Jabir, Abusaleh ;
Ottavi, Marco .
2022 IEEE 28TH INTERNATIONAL SYMPOSIUM ON ON-LINE TESTING AND ROBUST SYSTEM DESIGN (IOLTS 2022), 2022,
[48]   Improvement on PDP Evaluation Performance Based on Neural Networks and SGDK-means Algorithm [J].
Fan Deng ;
Zhenhua Yu ;
Houbing Song ;
Liyong Zhang ;
Xi Song ;
Min Zhang ;
Zhenyu Zhang ;
Yu Mei .
Soft Computing, 2022, 26 :3075-3089
[49]   Improvement on PDP Evaluation Performance Based on Neural Networks and SGDK-means Algorithm [J].
Deng, Fan ;
Yu, Zhenhua ;
Song, Houbing ;
Zhang, Liyong ;
Song, Xi ;
Zhang, Min ;
Zhang, Zhenyu ;
Mei, Yu .
SOFT COMPUTING, 2022, 26 (06) :3075-3089
[50]   Evaluation of Parameter-Based Attacks Against Embedded Neural Networks with Laser Injection [J].
Dumont, Mathieu ;
Hector, Kevin ;
Moellic, Pierre-Alain ;
Dutertre, Jean-Max ;
Pontie, Simon .
COMPUTER SAFETY, RELIABILITY, AND SECURITY, SAFECOMP 2023, 2023, 14181 :258-271