Research on the price analysis and prediction method of agricultural products based on logistics information

被引:0
|
作者
Limin Chen
Zhuohang Li
机构
[1] Beijing Normal University,
[2] City University of Macau,undefined
来源
Cluster Computing | 2019年 / 22卷
关键词
Logistics information; Price of agricultural products; Prediction; SVR algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
Logistics information will have a certain impact on the price of agricultural products. Therefore, the price of agricultural products can be analyzed and predicted based on the logistics information. Firstly, based on logistics information, a basic model of agricultural product price is constructed. Then, support vector machine prediction algorithm and ensemble learning prediction method are applied to analyze the price relationship of agricultural products and emotional characteristics are added. Secondly, the price data of all kinds of agricultural products in various provinces of China are collected, and the algorithms constructed in this paper are used to test the price data. The results show that the accuracy of each model is improved after adding emotional feature index, which indicates that emotional features can better supplement the shortcomings of digital features, thereby improving the accuracy of prediction.
引用
收藏
页码:14951 / 14957
页数:6
相关论文
共 50 条
  • [1] Research on the price analysis and prediction method of agricultural products based on logistics information
    Chen, Limin
    Li, Zhuohang
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 6): : 14951 - 14957
  • [2] Research on Agricultural Products Logistics Supply Chain Model Based on Information Network
    Liu Xuexue
    2019 INTERNATIONAL SYMPOSIUM ON AGRICULTURE, FOOD AND BIOTECHNOLOGY (ISAFB 2019), 2019, : 69 - 72
  • [3] Price Prediction of Agricultural Products Based on Wavelet Analysis-LSTM
    Chen, Qinglong
    Lin, Xiaoyu
    Zhong, Yiwen
    Xie, Ziyan
    2019 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2019), 2019, : 984 - 990
  • [4] Price Prediction in Agricultural Products
    Simon, Walter
    ARCHIV FUR SOZIALWISSENSCHAFT UND SOZIALPOLITIK, 1931, 66 (02): : 423 - 424
  • [5] Study on Logistics Information of Agricultural Products
    Yang, Weixia
    PROCEEDINGS OF THE 2015 3RD INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE, EDUCATION TECHNOLOGY, ARTS, SOCIAL SCIENCE AND ECONOMICS (MSETASSE 2015), 2015, 41 : 875 - 879
  • [6] Evaluation and research on the logistics efficiency of agricultural products with intuitionistic fuzzy information
    Liu, Qing
    INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2022, 26 (01) : 47 - 52
  • [7] Agricultural Products Logistics Operational Pattern Based on Information Center
    Qu, Jianhua
    Yao, Xinsheng
    Ying, Jilai
    NATURAL RESOURCES AND SUSTAINABLE DEVELOPMENT, PTS 1-3, 2012, 361-363 : 1679 - 1683
  • [8] Research on Cold Chain Logistics of Subsidiary Agricultural Products in Chongqing Based on SWOT Analysis
    Peng, Jing
    CONSTRUCTION AND URBAN PLANNING, PTS 1-4, 2013, 671-674 : 3011 - 3015
  • [9] Futures price prediction of agricultural products based on machine learning
    Zhao, Hailei
    NEURAL COMPUTING & APPLICATIONS, 2021, 33 (03): : 837 - 850
  • [10] Futures price prediction of agricultural products based on machine learning
    Hailei Zhao
    Neural Computing and Applications, 2021, 33 : 837 - 850