Publicação
Machine Learning Approaches for Evaluating Statistical Information in the Agricultural Sector
| Resumo: | This book presents machine learning approaches to identify the most important predictors of crucial variables for dealing with the challenges of managing production units and designing agriculture policies. The book focuses on the agricultural sector in the European Union and considers statistical information from the Farm Accountancy Data Network (FADN). Presently, statistical databases present a lot of information for many indicators and, in these contexts, one of the main tasks is to identify the most important predictors of certain indicators. In this way, the book presents approaches to identifying the most relevant variables that best support the design of adjusted farming policies and management plans. These subjects are currently important for students, public institutions and farmers. To achieve these objectives, the book considers the IBM SPSS Modeler procedures as well as the respective models suggested by this software. The book is read by students in production engineering, economics and agricultural studies, public bodies and managers in the farming sector. |
|---|---|
| Autores principais: | Martinho, Vítor |
| Assunto: | Farm Accountancy Data Network European Union Farms Common Agricultural Policy Machine Learning Approaches Econometric Methodologies Agricultural Economics and Policies |
| Ano: | 2024 |
| País: | Portugal |
| Tipo de documento: | livro |
| Tipo de acesso: | acesso restrito |
| Instituição associada: | Instituto Politécnico de Viseu |
| Idioma: | inglês |
| Origem: | Repositório Científico do Instituto Politécnico de Viseu |
Registos relacionados
book Impacts of Agricultural Policies on Structural and Technological Changes in Agricultural Holdings: The Case of the European Union
por: Martinho, Vítor
Publicado em: (2022)
por: Martinho, Vítor
Publicado em: (2022)
book Important Indicators for Predicting Crop Protection Costs
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
book Agricultural Policy: A Driver for Structural and Technological Change
por: Martinho, Vítor
Publicado em: (2022)
por: Martinho, Vítor
Publicado em: (2022)
book Predictors of Interest Paid in the European Union’s Agricultural Sector
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
article European Union farming systems: Insights for a more sustainable land use
por: Martinho, Vítor
Publicado em: (2021)
por: Martinho, Vítor
Publicado em: (2021)
book Predictive Artificial Intelligence Approaches of Labour Use in the Farming Sector
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
article Attitudes of the Portuguese farmers to the EU Common Agricultural Policy
por: Dos Santos, Maria José Palma Lampreia
Publicado em: (2011)
por: Dos Santos, Maria José Palma Lampreia
Publicado em: (2011)
article Comparative analysis of energy costs on farms in the European Union: A nonparametric approach
por: Martinho, Vítor
Publicado em: (2020)
por: Martinho, Vítor
Publicado em: (2020)
article Fertiliser cost prediction in European Union farms: Machine-learning approaches through artificial neural networks
por: Martinho, Vítor
Publicado em: (2023)
por: Martinho, Vítor
Publicado em: (2023)
book Predictive Machine Learning Approaches to Agricultural Output
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
book The Most Important Predictors of Fertiliser Costs
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
article Opportunities for Conservation Agriculture in the EU Common Agricultural Policy 2014-2020
por: Basch, G.
Publicado em: (2012)
por: Basch, G.
Publicado em: (2012)
article What Common Agricultural Policy after Brexit?
por: Roederer-Rynning, Christilla
Publicado em: (2019)
por: Roederer-Rynning, Christilla
Publicado em: (2019)
article A farming systems approach to linking agricultural policies with biodiversity and ecosystem services
por: Santos, José Lima
Publicado em: (2020)
por: Santos, José Lima
Publicado em: (2020)
article Relationships between agricultural energy and farming indicators
por: Martinho, Vítor
Publicado em: (2020)
por: Martinho, Vítor
Publicado em: (2020)
article Relationships between agricultural energy and farming indicators
por: Martinho, Vítor
Publicado em: (2020)
por: Martinho, Vítor
Publicado em: (2020)
article The components of the Portuguese agricultural knowledge and information system (AKIS) aligned to the EU-Agri-link project: an observational review/critique
por: Koehnen,Timothy L.
Publicado em: (2023)
por: Koehnen,Timothy L.
Publicado em: (2023)
draft Unfair agricultural prices cause hunger and resources dilapidation
por: Pinheiro, António C.
Publicado em: (2013)
por: Pinheiro, António C.
Publicado em: (2013)
groups Likelihood of succession and farmers’ attitudes: evidence from a survey in Germany, the United Kingdom and Portugal
por: Sottomayor, Miguel
Publicado em: (2010)
por: Sottomayor, Miguel
Publicado em: (2010)
article Testing for Structural Changes in the European Union’s Agricultural Sector
por: Martinho, Vítor
Publicado em: (2019)
por: Martinho, Vítor
Publicado em: (2019)
school Modelling the effects of agricultural policies on high nature value farmland: a farming systems approach
por: Ribeiro, Paulo Pacheco de Castro Flores
Publicado em: (2016)
por: Ribeiro, Paulo Pacheco de Castro Flores
Publicado em: (2016)
book Conservation Agriculture in Europe
por: Basch, G.
Publicado em: (2015)
por: Basch, G.
Publicado em: (2015)
school The new European Parliament? The Common Agricultural Policy under codecision after the Lisbon Treaty
por: Freitas, Luís Sargento
Publicado em: (2018)
por: Freitas, Luís Sargento
Publicado em: (2018)
book Machine Learning Methodologies, Wages Paid and the Most Relevant Predictors
por: Martinho, Vítor
Publicado em: (2024)
por: Martinho, Vítor
Publicado em: (2024)
school The benefits of industry 4.0 for the agricultural sector
por: Gonçalves, Afonso Leça
Publicado em: (2024)
por: Gonçalves, Afonso Leça
Publicado em: (2024)
school An impact evaluation of the common agricultural policy rural development programs on rural tourism
por: Rink, Malena
Publicado em: (2025)
por: Rink, Malena
Publicado em: (2025)
article The role of Conservation Agriculture in the European Common Agriculture Policy (CAP)
por: Basch, G.
Publicado em: (2023)
por: Basch, G.
Publicado em: (2023)
book Perspective of a sustainable agricultural mechanization strategy in the Alentejo region
por: Conceição, Luís
Publicado em: (2015)
por: Conceição, Luís
Publicado em: (2015)
groups The eco-efficiency of agricultural firms in European Union
por: Dos Santos, Maria José Palma Lampreia
Publicado em: (2023)
por: Dos Santos, Maria José Palma Lampreia
Publicado em: (2023)
article Current status and trends in Cabo Verde agriculture
por: Monteiro, Filipa
Publicado em: (2020)
por: Monteiro, Filipa
Publicado em: (2020)
article Direct and indirect energy consumption in farming: Impacts from fertilizer use
por: Martinho, Vítor
Publicado em: (2021)
por: Martinho, Vítor
Publicado em: (2021)
mic Trandisciplinary development of pathways towards sustainability in agriculture
por: Pinto-Correia, Teresa
Publicado em: (2014)
por: Pinto-Correia, Teresa
Publicado em: (2014)
draft Analyzing the Common Agricultural Policy as conceptual shifts (1957-2016)
por: Freitas, Luís Sargento
Publicado em: (2018)
por: Freitas, Luís Sargento
Publicado em: (2018)
article European citizens’ evaluation of the Common Agricultural Policy
por: Mata, F.
Publicado em: (2024)
por: Mata, F.
Publicado em: (2024)
article European citizens’ evaluation of the Common Agricultural Policy
por: Mata, F.
Publicado em: (2024)
por: Mata, F.
Publicado em: (2024)
article European citizens’ evaluation of the common agricultural policy
por: Mata, Fernando
Publicado em: (2024)
por: Mata, Fernando
Publicado em: (2024)
groups Agroforestry network in the Brabant, The Netherlands: how farmers develop a new sustainable and economically rentable farming system and how they can contribute to regional ecosystem functions
por: Rombouts, P.
Publicado em: (2018)
por: Rombouts, P.
Publicado em: (2018)
school The effects of farming systems on biodiversity and rural tourism. Deconstructing the intensification amalgam to better inform agricultural policy
por: Soares, Vera Viegas Ferreira Medeiros
Publicado em: (2021)
por: Soares, Vera Viegas Ferreira Medeiros
Publicado em: (2021)
article Identifying and explaining the farming system composition of agricultural landscapes: The role of socioeconomic drivers under strong biophysical gradients
por: Silva, J.F.
Publicado em: (2020)
por: Silva, J.F.
Publicado em: (2020)
article Precision Agriculture for Crop and Livestock Farming—Brief Review
por: Monteiro, António
Publicado em: (2021)
por: Monteiro, António
Publicado em: (2021)
Registos relacionados
-
book Impacts of Agricultural Policies on Structural and Technological Changes in Agricultural Holdings: The Case of the European Union
por: Martinho, Vítor
Publicado em: (2022) -
book Important Indicators for Predicting Crop Protection Costs
por: Martinho, Vítor
Publicado em: (2024) -
book Agricultural Policy: A Driver for Structural and Technological Change
por: Martinho, Vítor
Publicado em: (2022) -
book Predictors of Interest Paid in the European Union’s Agricultural Sector
por: Martinho, Vítor
Publicado em: (2024) -
article European Union farming systems: Insights for a more sustainable land use
por: Martinho, Vítor
Publicado em: (2021)