Application of Bayesian Networks for Forecasting Future Model of Farm
Keywords:
Bayesian Networks, forecasting, economic and agricultural indicators, farmAbstract
Comparative analyses in the national scale were carried out in 300 individual farms from Małopolskie and Świętokrzyskie Voivodeship in order to search for relations between the production intensity level, work performance and land efficiency and factors which shape them. The analyses concerned the use of Bayesian modelling algorithms for forecasting development of various economic and agricultural indicators which decide on the intensity and competitiveness of agriculture. The paper constitutes the second stage of research, which was preceded with previous preparation of data for modelling with the use of an exploratory overview of available data and TwoStep Cluster Analysis (Grotkiewicz et al., 2016). Based on the analyses, which were carried out, networks were built which present the relations between the analyzed variables, and conditional similarities were verified.
Downloads
Published
Issue
Section
How to Cite
Most read articles by the same author(s)
- Yevhen Mykhailov, Natalia Zadosna, Yevhen Ihnatiev, Anastasiia Kutsenko, Taras Hutsol, Katarzyna Grotkiewicz , Yuriy Firman, Iryna Horetska, Practical Potential of Grain Impurities in the Processing of Sunflower Oil Raw Materials in the Oil and Fat Industry , Agricultural Engineering : Vol. 26 (2022)
- Ingrid A.B. Pena, Isabella L. Lucas, Rodrigo Penna-Firme, Bernardo Strassburg, Adam Drosik, Lech Rubisz, Maciej Kubon, Hubert Latala, Katarzyna Grotkiewicz , Krzysztof Kubon , André C.S. Batalhão, Agnieszka E. Latawiec, Survey-Based Qualitative Analysis of Young Generation Perception of Sustainable Development in Poland , Agricultural Engineering : Vol. 24 No. 4 (2020)
- Magdalena Dusza, Maciej Sporysz, Dorota Sokołowska, Katarzyna Grotkiewicz, Impact of Post-Harvest Processing and Storing of Potato Tubers on Toxic Compounds Accumulation , Agricultural Engineering : Vol. 24 No. 2 (2020)
- Katarzyna Grotkiewicz, Agnieszka Peszek, Przemysław Obajtek, Supply Chain Management in a Production Company , Agricultural Engineering : Vol. 23 No. 3 (2019)
- Dorota Sokołowska, Katarzyna Grotkiewicz, Initial Treatment, Sublimation Drying and Storage Time of Sweet Pepper Crisps. Microbiological Quality − Part II , Agricultural Engineering : Vol. 24 No. 1 (2020)
- Katarzyna Grotkiewicz, Agnieszka Peszek, Zbigniew Kowalczyk, Verification of Economic and Agricultural Indicators With the Use of Statistical Methods on the Example of Individual Farms , Agricultural Engineering : Vol. 20 No. 3 (2016)
- Zbigniew Kowalczyk, Katarzyna Grotkiewicz, Labour Consumption of Production of Selected Fruit , Agricultural Engineering : Vol. 22 No. 3 (2018)
- Zbigniew Kowalczyk, Katarzyna Grotkiewicz, Wear of Farm Buildings in Selected Farms , Agricultural Engineering : Vol. 20 No. 2 (2016)