Using Genetic Programming to Identify Characteristics of Brazilian Regions in Relation to Rural Credit Allocation

Rural credit policies have a strong impact on food production and food security. The attribution of credit policies to agricultural production is one of the main problems preventing the guarantee of agricultural expansion. In this work, we conduct family typology analysis applied to a set of researc...

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Vydáno v:Agriculture (Basel) Ročník 13; číslo 5; s. 935
Hlavní autoři: Araújo, Adolfo Vicente, Mota, Caroline, Siraj, Sajid
Médium: Journal Article
Jazyk:angličtina
Vydáno: Basel MDPI AG 24.04.2023
Témata:
Agricultural cooperatives
Agricultural economics
Agricultural production
Agriculture
Beneficiaries
Criteria
criteria analysis
Economic aspects
Economic development
Economic growth
family farming
Family farms
Farmers
Food production
Food security
Food supply
Funding
Genetic algorithms
genetic programming
Households
Keywords
Lines of credit
machine learning
Policies
Private banking
Rural areas
rural credit
Systematic review
Typology
Brazil
ISSN:2077-0472, 2077-0472
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Abstract Rural credit policies have a strong impact on food production and food security. The attribution of credit policies to agricultural production is one of the main problems preventing the guarantee of agricultural expansion. In this work, we conduct family typology analysis applied to a set of research data to characterize different regions. Through genetic programming, a model was developed using user-defined terms to identify the importance and priority of each criterion used for each region. Access to credit results in economic growth and provides greater income for family farmers, as observed by the results obtained in the model for the Sul region. The Nordeste region indicates that the cost criterion is relevant, and according to previous studies, the Nordeste region has the highest number of family farming households and is also the region with the lowest economic growth. An important aspect discovered by this research is that the allocation of rural credit is not ideal. Another important aspect of the research is the challenge of capturing the degree of diversity across different regions, and the typology is limited in its ability to accurately represent all variations. Therefore, it was possible to characterize how credit is distributed across the country and the main factors that can influence access to credit.
AbstractList Rural credit policies have a strong impact on food production and food security. The attribution of credit policies to agricultural production is one of the main problems preventing the guarantee of agricultural expansion. In this work, we conduct family typology analysis applied to a set of research data to characterize different regions. Through genetic programming, a model was developed using user-defined terms to identify the importance and priority of each criterion used for each region. Access to credit results in economic growth and provides greater income for family farmers, as observed by the results obtained in the model for the Sul region. The Nordeste region indicates that the cost criterion is relevant, and according to previous studies, the Nordeste region has the highest number of family farming households and is also the region with the lowest economic growth. An important aspect discovered by this research is that the allocation of rural credit is not ideal. Another important aspect of the research is the challenge of capturing the degree of diversity across different regions, and the typology is limited in its ability to accurately represent all variations. Therefore, it was possible to characterize how credit is distributed across the country and the main factors that can influence access to credit.
Audience Academic
Author Araújo, Adolfo Vicente
Mota, Caroline
Siraj, Sajid
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Cites_doi 10.1111/1746-692X.12143
10.1088/1748-9326/aa7ee5
10.1016/j.jrurstud.2007.10.001
10.3390/agriculture12040461
10.1016/j.landusepol.2019.04.018
10.1016/j.compag.2016.04.013
10.3390/agriculture12101645
10.1016/j.ecolind.2013.12.012
10.1016/j.najef.2020.101239
10.1017/CBO9780511790942
10.1016/j.compag.2015.07.014
10.1016/j.agsy.2015.01.002
10.1016/j.agsy.2017.09.007
10.1016/j.ecolind.2012.02.031
10.1016/j.eswa.2009.01.076
10.1016/j.marpol.2007.01.002
10.1016/0305-0548(94)P3670-7
10.1093/wbro/lkp007
10.1051/agro/2009006
10.1016/S0308-521X(02)00013-6
10.1016/j.ecolind.2014.06.011
10.1023/A:1026049507421
10.1080/00045600903378960
10.1590/S0103-20032007000200006
10.1016/j.knosys.2018.05.041
10.1016/j.landusepol.2018.04.039
10.3390/ijgi6120396
10.3390/agriculture10030054
10.1093/jae/11.1.4
10.1016/j.compag.2014.10.022
10.1016/S0096-3003(96)00190-7
10.1590/S1413-70542007000500028
10.1080/03014223.2001.9517681
10.1016/j.compag.2012.02.003
10.1093/wbro/14.2.247
10.1111/j.1574-0862.2012.00583.x
10.1111/cobi.12397
10.1016/j.ecolecon.2017.02.004
10.3390/su6020935
10.1111/j.0169-5150.2004.00025.x
10.1111/j.1574-0862.2008.00334.x
10.5433/1679-0359.2018v39n2p747
10.1016/j.asoc.2017.06.021
10.1590/S1516-35982010000300027
10.1016/j.agsy.2018.01.014
10.1016/j.energy.2004.05.012
10.1007/s10745-015-9770-0
10.1016/j.apgeog.2017.06.003
10.1111/j.1574-0862.2005.00384.x
10.1016/j.ecolecon.2007.05.004
10.1016/j.worlddev.2017.10.007
10.1016/j.agsy.2019.02.013
10.1016/j.eswa.2005.01.003
10.1016/j.eiar.2009.06.002
10.1111/1475-6765.00470
10.1007/s11205-017-1765-3
10.1080/13504500109470064
10.1016/j.amc.2005.05.027
10.1145/2939672.2939778
10.1016/j.eswa.2006.07.007
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References Abdallah (ref_55) 2007; 31
Miranda (ref_41) 2001; 8
Chein (ref_13) 2007; 45
ref_14
Ong (ref_64) 2005; 29
Grootaert (ref_31) 2002; 11
ref_12
Rasmussen (ref_59) 2017; 12
ref_11
ref_10
Ghinoi (ref_33) 2018; 76
Blesh (ref_60) 2015; 43
(ref_15) 2016; 19
Tsonkova (ref_39) 2015; 135
Antoine (ref_29) 1997; 83
Dias (ref_48) 2009; 22
Fitz (ref_46) 2018; 103
Deininger (ref_53) 2009; 24
Valiakos (ref_40) 2015; 15
Gorton (ref_75) 2008; 24
Pinar (ref_20) 2014; 39
Armesto (ref_57) 2001; 31
Huang (ref_63) 2006; 174
Jung (ref_24) 2017; 136
Frelat (ref_72) 2018; 159
Sadok (ref_44) 2009; 29
ref_69
Odum (ref_56) 2006; 31
(ref_8) 2005; 32
ref_65
Jezeer (ref_73) 2018; 162
Huang (ref_70) 2007; 33
Binder (ref_54) 2010; 30
Akram (ref_5) 2008; 23
Carrer (ref_16) 2019; 86
Martins (ref_61) 2012; 20
(ref_45) 2008; 64
Gasques (ref_6) 2017; 26
ref_71
Zabihi (ref_32) 2015; 117
Ding (ref_42) 2017; 139
ref_78
ref_77
Baldissera (ref_23) 2017; 80
ref_76
Pappi (ref_34) 1999; 36
Rehman (ref_74) 2003; 76
Teixeira (ref_21) 2012; 43
(ref_68) 2010; 18
ref_38
Deinlnger (ref_58) 1999; 14
Rose (ref_27) 2015; 29
Angilella (ref_19) 2018; 158
Onal (ref_30) 1995; 22
Cinelli (ref_49) 2014; 46
Athari (ref_67) 2021; 55
Costa (ref_22) 2010; 39
Kerselaers (ref_28) 2015; 110
Uribe (ref_36) 2014; 6
Montgomery (ref_35) 2016; 124
Petrick (ref_51) 2005; 33
ref_1
Medina (ref_47) 2017; 85
Mendas (ref_37) 2012; 83
ref_2
Guirkinger (ref_25) 2008; 39
Chavira (ref_43) 2017; 60
Akpoti (ref_52) 2019; 173
Jepson (ref_26) 2010; 100
Carrer (ref_50) 2007; 31
Kirikkaleli (ref_66) 2020; 54
Bojanic (ref_3) 2017; 16
ref_9
Smith (ref_17) 2003; 58
(ref_18) 2018; 39
ref_4
ref_7
Abdou (ref_62) 2009; 36
References_xml – volume: 16
  start-page: 5
  year: 2017
  ident: ref_3
  article-title: The rapid agricultural development of Brazil in the last 20 years
  publication-title: EuroChoices
  doi: 10.1111/1746-692X.12143
– volume: 12
  start-page: 094001
  year: 2017
  ident: ref_59
  article-title: Understanding smallholders’ intended deforestation behavior in the Brazilian Cerrado following environmental registry
  publication-title: Environ. Res. Lett.
  doi: 10.1088/1748-9326/aa7ee5
– ident: ref_9
– volume: 15
  start-page: 379
  year: 2015
  ident: ref_40
  article-title: Multicriteria decision support for the evaluation of agricultural units in Greece
  publication-title: Oper. Res.
– volume: 24
  start-page: 322
  year: 2008
  ident: ref_75
  article-title: Attitudes to agricultural policy and farming futures in the context of the 2003 CAP reform: A comparison of farmers in selected established and new Member States
  publication-title: J. Rural Stud.
  doi: 10.1016/j.jrurstud.2007.10.001
– ident: ref_14
  doi: 10.3390/agriculture12040461
– volume: 86
  start-page: 23
  year: 2019
  ident: ref_16
  article-title: Performance heterogeneity and strategic orientation: An analysis of small farmers of an agrarian reform project in Brazil
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2019.04.018
– volume: 124
  start-page: 340
  year: 2016
  ident: ref_35
  article-title: A GIS-based Logic Scoring of Preference method for evaluation of land capability and suitability for agriculture
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2016.04.013
– ident: ref_65
– ident: ref_1
  doi: 10.3390/agriculture12101645
– volume: 39
  start-page: 189
  year: 2014
  ident: ref_20
  article-title: Constructing the FEEM sustainability index: A Choquet integral application
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2013.12.012
– volume: 54
  start-page: 101239
  year: 2020
  ident: ref_66
  article-title: Time-frequency co-movements between bank credit supply and economic growth in an emerging market: Does the bank ownership structure matter?
  publication-title: N. Am. J. Econ. Financ.
  doi: 10.1016/j.najef.2020.101239
– ident: ref_76
  doi: 10.1017/CBO9780511790942
– volume: 26
  start-page: 132
  year: 2017
  ident: ref_6
  article-title: Impactos do crédito rural sobre variáveis do agronegócio
  publication-title: Rev. Polít. Agríc.
– volume: 19
  start-page: 71
  year: 2016
  ident: ref_15
  article-title: The land credit and the line our first land in debate in Brazil
  publication-title: Novos Cad. NAEA
– ident: ref_71
– volume: 117
  start-page: 114
  year: 2015
  ident: ref_32
  article-title: Land suitability procedure for sustainable citrus planning using the application of the analytical network process approach and GIS
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2015.07.014
– volume: 135
  start-page: 112
  year: 2015
  ident: ref_39
  article-title: Application of partial order ranking to identify enhancement potentials for the provision of selected ecosystem services by different land use strategies
  publication-title: Agric. Syst.
  doi: 10.1016/j.agsy.2015.01.002
– volume: 159
  start-page: 57
  year: 2018
  ident: ref_72
  article-title: Climate smart agriculture, farm house-hold typologies and food security An ex-ante assessment from Eastern India
  publication-title: Agric. Syst.
  doi: 10.1016/j.agsy.2017.09.007
– volume: 20
  start-page: 316
  year: 2012
  ident: ref_61
  article-title: Cattle-raising and public credit in rural settlements in Eastern Amazon
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2012.02.031
– volume: 36
  start-page: 11402
  year: 2009
  ident: ref_62
  article-title: Genetic programming for credit scoring: The case of Egyptian public sector banks
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2009.01.076
– volume: 31
  start-page: 444
  year: 2007
  ident: ref_55
  article-title: An historical account of Brazilian public policy on fisheries subsidies
  publication-title: Mar. Policy
  doi: 10.1016/j.marpol.2007.01.002
– volume: 22
  start-page: 227
  year: 1995
  ident: ref_30
  article-title: A multilevel analysis of agricultural credit distribution in East Java, Indonesia
  publication-title: Comput. Oper. Res.
  doi: 10.1016/0305-0548(94)P3670-7
– volume: 24
  start-page: 233
  year: 2009
  ident: ref_53
  article-title: Land registration, governance, and development: Evidence and implications for policy
  publication-title: World Bank Res. Obs.
  doi: 10.1093/wbro/lkp007
– ident: ref_77
– ident: ref_4
– volume: 18
  start-page: 127
  year: 2010
  ident: ref_68
  article-title: Agricultura familiar no censo agropecuário 2006: O marco legal e as opções para sua identificação
  publication-title: Estud. Soc. Agric.
– volume: 29
  start-page: 447
  year: 2009
  ident: ref_44
  article-title: MASC, a qualitative multi-attribute decision model for ex ante assessment of the sustainability of cropping systems
  publication-title: Agron. Sustain. Dev.
  doi: 10.1051/agro/2009006
– volume: 76
  start-page: 141
  year: 2003
  ident: ref_74
  article-title: Typification of farming systems for constructing representative farm models: Two illustrations of the application of multi-variate analyses in Chile and Pakistan
  publication-title: Agric. Syst.
  doi: 10.1016/S0308-521X(02)00013-6
– volume: 46
  start-page: 138
  year: 2014
  ident: ref_49
  article-title: Analysis of the potentials of multi criteria decision analysis methods to conduct sustainability assessment
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2014.06.011
– ident: ref_69
– ident: ref_10
– volume: 58
  start-page: 125
  year: 2003
  ident: ref_17
  article-title: The persistence of secondary forests on colonist farms in the Brazilian Amazon
  publication-title: Agrofor. Syst.
  doi: 10.1023/A:1026049507421
– volume: 100
  start-page: 87
  year: 2010
  ident: ref_26
  article-title: Access regimes and regional land change in the Brazilian Cerrado, 1972–2002
  publication-title: Ann. Assoc. Am. Geogr.
  doi: 10.1080/00045600903378960
– volume: 45
  start-page: 367
  year: 2007
  ident: ref_13
  article-title: Condições de crédito no Brasil rural
  publication-title: Rev. Econ. Sociol. Rural
  doi: 10.1590/S0103-20032007000200006
– volume: 158
  start-page: 136
  year: 2018
  ident: ref_19
  article-title: Robust sustainable development assessment with composite indices aggregating interacting dimensions: The hierarchical-SMAA-Choquet integral approach
  publication-title: Knowl. Based Syst.
  doi: 10.1016/j.knosys.2018.05.041
– volume: 23
  start-page: 243
  year: 2008
  ident: ref_5
  article-title: Impact of agricultural credit on growth and poverty in Pakistan (time series analysis through error correction model)
  publication-title: Eur. J. Sci. Res.
– volume: 76
  start-page: 68
  year: 2018
  ident: ref_33
  article-title: Political debates and agricultural policies: Discourse coalitions behind the creation of Brazil’s Pronaf
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2018.04.039
– ident: ref_38
  doi: 10.3390/ijgi6120396
– ident: ref_7
  doi: 10.3390/agriculture10030054
– volume: 11
  start-page: 4
  year: 2002
  ident: ref_31
  article-title: Social capital, household welfare and poverty in Burkina Faso
  publication-title: J. Afr. Econ.
  doi: 10.1093/jae/11.1.4
– volume: 110
  start-page: 208
  year: 2015
  ident: ref_28
  article-title: Decision support for prioritising of land to be preserved for agriculture: Can participatory tool development help?
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2014.10.022
– volume: 83
  start-page: 195
  year: 1997
  ident: ref_29
  article-title: Multiple criteria land use analysis
  publication-title: Appl. Math. Comput.
  doi: 10.1016/S0096-3003(96)00190-7
– volume: 31
  start-page: 1455
  year: 2007
  ident: ref_50
  article-title: Some aspects of credit politics and development of the brazilian beef cattle industry
  publication-title: Cienc. Agrotecnol.
  doi: 10.1590/S1413-70542007000500028
– volume: 31
  start-page: 865
  year: 2001
  ident: ref_57
  article-title: Conservation strategies for biodiversity and indigenous people in Chilean forest ecosystems
  publication-title: J. R. Soc. N. Z.
  doi: 10.1080/03014223.2001.9517681
– volume: 83
  start-page: 117
  year: 2012
  ident: ref_37
  article-title: Integration of MultiCriteria Decision Analysis in GIS to develop land suitability for agriculture: Application to durum wheat cultivation in the region of Mleta in Algeria
  publication-title: Comput. Electron. Agric.
  doi: 10.1016/j.compag.2012.02.003
– volume: 14
  start-page: 247
  year: 1999
  ident: ref_58
  article-title: The evolution of the World Bank’s land policy: Principles, experience, and future challenges
  publication-title: World Bank Res. Obs.
  doi: 10.1093/wbro/14.2.247
– volume: 43
  start-page: 293
  year: 2012
  ident: ref_21
  article-title: Rural credit and agricultural supply in Brazil
  publication-title: Agric. Econ.
  doi: 10.1111/j.1574-0862.2012.00583.x
– volume: 29
  start-page: 350
  year: 2015
  ident: ref_27
  article-title: Ten ways remote sensing can contribute to conservation
  publication-title: Conserv. Biol.
  doi: 10.1111/cobi.12397
– volume: 136
  start-page: 53
  year: 2017
  ident: ref_24
  article-title: Brazil’s national environmental registry of rural properties: Implications for livelihoods
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2017.02.004
– volume: 6
  start-page: 935
  year: 2014
  ident: ref_36
  article-title: Integrating stakeholder preferences and GIS-based multicriteria analysis to identify forest landscape restoration priorities
  publication-title: Sustainability
  doi: 10.3390/su6020935
– volume: 32
  start-page: 211
  year: 2005
  ident: ref_8
  article-title: Under-investing in public goods: Evidence, causes, and consequences for agricultural development, equity, and the environment
  publication-title: Agric. Econ.
  doi: 10.1111/j.0169-5150.2004.00025.x
– ident: ref_11
– volume: 39
  start-page: 295
  year: 2008
  ident: ref_25
  article-title: Credit constraints and productivity in Peruvian agriculture
  publication-title: Agric. Econ.
  doi: 10.1111/j.1574-0862.2008.00334.x
– volume: 39
  start-page: 747
  year: 2018
  ident: ref_18
  article-title: Quantitative analysis of the beef cattle industry in the state of Pará, Brazil
  publication-title: Semin. Ciênc. Agrár.
  doi: 10.5433/1679-0359.2018v39n2p747
– volume: 60
  start-page: 190
  year: 2017
  ident: ref_43
  article-title: A credit ranking model for a parafinancial company based on the ELECTRE-III method and a multiobjective evolutionary algorithm
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2017.06.021
– volume: 39
  start-page: 656
  year: 2010
  ident: ref_22
  article-title: Typology and characterization of goat milk production systems in the Cariris Paraibanos
  publication-title: Rev. Bras. Zootec.
  doi: 10.1590/S1516-35982010000300027
– volume: 162
  start-page: 179
  year: 2018
  ident: ref_73
  article-title: Effects of shade and input management on economic performance of small-scale Peruvian coffee systems
  publication-title: Agric. Syst.
  doi: 10.1016/j.agsy.2018.01.014
– volume: 31
  start-page: 21
  year: 2006
  ident: ref_56
  article-title: The prosperous way down
  publication-title: Energy
  doi: 10.1016/j.energy.2004.05.012
– volume: 43
  start-page: 531
  year: 2015
  ident: ref_60
  article-title: “Brasilience”: Assessing resilience in land reform settlements in the Brazilian Cerrado
  publication-title: Hum. Ecol.
  doi: 10.1007/s10745-015-9770-0
– volume: 85
  start-page: 101
  year: 2017
  ident: ref_47
  article-title: Curbing enthusiasm for Brazilian agribusiness: The use of actor-specific assessments to transform sustainable development on the ground
  publication-title: Appl. Geogr.
  doi: 10.1016/j.apgeog.2017.06.003
– volume: 33
  start-page: 191
  year: 2005
  ident: ref_51
  article-title: Empirical measurement of credit rationing in agriculture: A methodological survey
  publication-title: Agric. Econ.
  doi: 10.1111/j.1574-0862.2005.00384.x
– ident: ref_2
– volume: 64
  start-page: 820
  year: 2008
  ident: ref_45
  article-title: A systemic comparative assessment of the multifunctional performance of alternative olive systems in Spain within an AHP-extended framework
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2007.05.004
– ident: ref_12
– volume: 103
  start-page: 255
  year: 2018
  ident: ref_46
  article-title: Evaluating the impact of market-assisted land reform in Brazil
  publication-title: World Dev.
  doi: 10.1016/j.worlddev.2017.10.007
– volume: 173
  start-page: 172
  year: 2019
  ident: ref_52
  article-title: Agricultural land suitability analysis: State-of-the-art and outlooks for integration of climate change analysis
  publication-title: Agric. Syst.
  doi: 10.1016/j.agsy.2019.02.013
– volume: 29
  start-page: 41
  year: 2005
  ident: ref_64
  article-title: Building credit scoring models using genetic programming
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2005.01.003
– volume: 80
  start-page: 269
  year: 2017
  ident: ref_23
  article-title: Public policies for low carbon emission agriculture foster beef cattle production in southern Brazil
  publication-title: Land Use Policy
– volume: 30
  start-page: 71
  year: 2010
  ident: ref_54
  article-title: Considering the normative, systemic and procedural dimensions in indicator-based sustainability assessments in agriculture
  publication-title: Environ. Impact Assess. Rev.
  doi: 10.1016/j.eiar.2009.06.002
– volume: 22
  start-page: 44
  year: 2009
  ident: ref_48
  article-title: Evaluation of Brazilian family farming program: A study on the intention of repaingy the agricultural credit
  publication-title: Psicol. Reflex. Crít.
– volume: 55
  start-page: 69
  year: 2021
  ident: ref_67
  article-title: Examining the sectoral credit-growth nexus in Australia: A time and frequency dynamic analysis
  publication-title: Econ. Comput. Econ. Cybern. Stud. Res.
– volume: 36
  start-page: 257
  year: 1999
  ident: ref_34
  article-title: The organization of influence on the EC’s common agriculturalpolicy: A network approach
  publication-title: Eur. J. Political Res.
  doi: 10.1111/1475-6765.00470
– volume: 139
  start-page: 871
  year: 2017
  ident: ref_42
  article-title: Using ranked weights and acceptability analysis to construct composite indicators: A case study of regional sustainable society index
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-017-1765-3
– volume: 8
  start-page: 67
  year: 2001
  ident: ref_41
  article-title: Multicriteria analysis applied to the sustainable agriculture problem
  publication-title: Int. J. Sustain. Dev. World Ecol.
  doi: 10.1080/13504500109470064
– volume: 174
  start-page: 1039
  year: 2006
  ident: ref_63
  article-title: Two-stage genetic programming (2SGP) for the credit scoring model
  publication-title: Appl. Math. Comput.
  doi: 10.1016/j.amc.2005.05.027
– ident: ref_78
  doi: 10.1145/2939672.2939778
– volume: 33
  start-page: 847
  year: 2007
  ident: ref_70
  article-title: Credit scoring with a data mining approach based on support vector machines
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2006.07.007
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SubjectTerms Agricultural cooperatives
Agricultural economics
Agricultural production
Agriculture
Beneficiaries
Criteria
criteria analysis
Economic aspects
Economic development
Economic growth
family farming
Family farms
Farmers
Food production
Food security
Food supply
Funding
Genetic algorithms
genetic programming
Households
Keywords
Lines of credit
machine learning
Policies
Private banking
Rural areas
rural credit
Systematic review
Typology
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Title Using Genetic Programming to Identify Characteristics of Brazilian Regions in Relation to Rural Credit Allocation
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