Analysis of the Forecast Price as a Factor of Sustainable Development of Agriculture

被引:16
|
作者
Tatarintsev, Maxim [1 ]
Korchagin, Sergey [1 ]
Nikitin, Petr [1 ]
Gorokhova, Rimma [1 ]
Bystrenina, Irina [2 ]
Serdechnyy, Denis [3 ]
机构
[1] Financial Univ Govt Russian Federat, Dept Data Anal & Machine Learning, 38 Shcherbakovskaya, Moscow 105187, Russia
[2] Russian State Agr Univ, Dept Appl Informat, Moscow Timiryazev Agr Acad, 49 Timiryazevskaya, Moscow 127550, Russia
[3] State Univ Management, Dept Innovat Management, 99 Prosp Rjazanskij, Moscow 109542, Russia
来源
AGRONOMY-BASEL | 2021年 / 11卷 / 06期
关键词
agronomy; machine learning; predictive analytics; autoregressive integrated moving average; Box-Cox transform; SUGAR-BEET; REGRESSION; ALGORITHM; MODELS; ARIMA; STRATEGY; QUALITY; YIELD; ELM;
D O I
10.3390/agronomy11061235
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Analysis of the rise in prices for consumer goods is a state's priority task. The state assumes the obligation to regulate pricing in all spheres of consumption. First of all, the prices for essential commodities to which agricultural products belong are analyzed. The article shows the changes in prices for consumer goods of agricultural products (sugar) during a pandemic. The analysis of forecasting prices for sugar and its impact on the development of its production is carried out. The construction of the forecast model was based on extrapolation. The structure of a forecast model for price changes was based on the analysis of the time series of the Autoregressive Integrated Moving Average (ARIMA) class. This model consists of an autoregressive model and a moving average model. A forecast of the volume of domestic sugar transportation by rail has been completed. The algorithms implemented this model for searching for initial approximations and optimal parameters for the predictive model. The Hirotsugu Akaike Information Criterion (AIC) was used to select the best model. The algorithms were implemented in the Python programming language. The quality check of the description was performed with a predictive model of actual data. An economic interpretation of the rise in sugar prices and proof of the forecast's truth obtained from a financial point of view were carried out.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] The Price of Farmland as a Factor in the Sustainable Development of Czech Agriculture (A Case Study)
    Seeman, Tomas
    Sredl, Karel
    Prasilova, Marie
    Svoboda, Roman
    SUSTAINABILITY, 2020, 12 (14)
  • [2] Analysis and Forecast of Volatility of Producer Price Index in Agriculture
    Shestakov, Roman
    Azhluni, Adnan
    IV INTERNATIONAL SCIENTIFIC AND PRACTICAL CONFERENCE MODERN S&T EQUIPMENTS AND PROBLEMS IN AGRICULTURE, 2020, : 188 - 196
  • [3] FACTOR ANALYSIS OF LABOR PRODUCTIVITY IN AGRICULTURE IN TERMS OF SUSTAINABLE DEVELOPMENT
    Petrescu, Irina Elena
    SCIENTIFIC PAPERS-SERIES MANAGEMENT ECONOMIC ENGINEERING IN AGRICULTURE AND RURAL DEVELOPMENT, 2014, 14 (03) : 247 - 251
  • [4] Information Technology as a Factor of Sustainable Development of Serbian Agriculture
    Jurjevic, Zana
    Bogicevic, Ivan
    Dokic, Danilo
    Matkovski, Bojan
    STRATEGIC MANAGEMENT, 2019, 24 (01): : 41 - 46
  • [5] ECOLOGICAL MANAGEMENT AS A FACTOR OF SUSTAINABLE DEVELOPMENT OF SERBIAN AGRICULTURE
    Dekic, Snezana
    Vucic, Sonja
    EKONOMIKA POLJOPRIVREDA-ECONOMICS OF AGRICULTURE, 2006, 53 (03): : 583 - 590
  • [6] Measuring sustainable development, its antecedents, barriers and consequences in agriculture: An exploratory factor analysis
    Laurett, Rozelia
    Paco, Arminda
    Mainardes, Emerson Wagner
    ENVIRONMENTAL DEVELOPMENT, 2021, 37
  • [7] Biostimulants for sustainable development of agriculture: a bibliometric content analysis
    Dinesh Chand Meena
    Pratap Singh Birthal
    T. M. Kiran Kumara
    Discover Agriculture, 3 (1):
  • [8] Environmental factors analysis on the sustainable development of agriculture in China
    Zhang, Zhengrong
    Zhao, Xin
    Advance Journal of Food Science and Technology, 2013, 5 (01) : 36 - 40
  • [9] An analysis of trends and requirements for the development of sustainable agriculture in Poland
    Platje, J
    ECOLOGICAL AGRICULTURE AND RURAL DEVELOPMENT IN CENTRAL AND EASTERN EUROPEAN COUNTRIES, 2004, 44 : 15 - 37
  • [10] ECO-INNOVATIONS AS A FACTOR OF SUSTAINABLE DEVELOPMENT OF AGRICULTURE AND FOOD PROCESSING
    Wozniak, Leszek
    Wozniak, Grzegorz
    ZAGADNIENIA EKONOMIKI ROLNEJ, 2021, 366 (01): : 74 - 90