IDEAS home Printed from https://ideas.repec.org/a/eee/ejores/v195y2009i2p543-551.html
   My bibliography  Save this article

Logistic evolutionary product-unit neural networks: Innovation capacity of poor Guatemalan households

Author

Listed:
  • García-Alonso, Carlos R.
  • Guardiola, Jorge
  • Hervás-Martínez, César

Abstract

A new logistic regression algorithm based on evolutionary product-unit (PU) neural networks is used in this paper to determine the assets that influence the decision of poor households with respect to the cultivation of non-traditional crops (NTC) in the Guatemalan Highlands. In order to evaluate high-order covariate interactions, PUs were considered to be independent variables in product-unit neural networks (PUNN) analysing two different models either including the initial covariates (logistic regression by the product-unit and initial covariate model) or not (logistic regression by the product-unit model). Our results were compared with those obtained using a standard logistic regression model and allow us to interpret the most relevant household assets and their complex interactions when adopting NTC, in order to aid in the design of rural policies.

Suggested Citation

  • García-Alonso, Carlos R. & Guardiola, Jorge & Hervás-Martínez, César, 2009. "Logistic evolutionary product-unit neural networks: Innovation capacity of poor Guatemalan households," European Journal of Operational Research, Elsevier, vol. 195(2), pages 543-551, June.
    • Handle: RePEc:eee:ejores:v:195:y:2009:i:2:p:543-551
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0377-2217(08)00192-6
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Bose, Indranil & Pal, Raktim, 2006. "Predicting the survival or failure of click-and-mortar corporations: A knowledge discovery approach," European Journal of Operational Research, Elsevier, vol. 174(2), pages 959-982, October.
    2. Cook, Deborah F. & Zobel, Christopher W. & Wolfe, Mary Leigh, 2006. "Environmental statistical process control using an augmented neural network classification approach," European Journal of Operational Research, Elsevier, vol. 174(3), pages 1631-1642, November.
    3. Carletto, Calogero & de Janvry, Alain & Sadoulet, Elisabeth, 1999. "Sustainability in the Diffusion of Innovations: Smallholder Nontraditional Agro-Exports in Guatemala," Economic Development and Cultural Change, University of Chicago Press, vol. 47(2), pages 345-369, January.
    4. Immink, Maarten D C & Alarcon, Jorge A, 1993. "Household Income, Food Availability, and Commercial Crop Production by Smallholder Farmers in the Western Highlands of Guatemala," Economic Development and Cultural Change, University of Chicago Press, vol. 41(2), pages 319-342, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jorge Guardiola & Teresa Garcia-Muñoz, 2009. "Subjective well-being and basic needs: Evidence from rural Guatemala," ThE Papers 09/03, Department of Economic Theory and Economic History of the University of Granada..
    2. García-Alonso, Carlos R. & Torres-Jiménez, Mercedes & Hervás-Martínez, César, 2010. "Income prediction in the agrarian sector using product unit neural networks," European Journal of Operational Research, Elsevier, vol. 204(2), pages 355-365, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wood, Benjamin & Nelson, Carl H. & Kilic, Talip & Murray, Siobhan, 2012. "Up in Smoke?: Agricultural Commercialization,Rising Food Prices and Stunting in Malawi," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 131261, International Association of Agricultural Economists.
    2. Momanyi, Denis & Lagat, Prof. Job K. & Ayuya, Dr. Oscar I., 2016. "Analysis of the Marketing Behaviour of African Indigenous Leafy Vegetables among Smallholder Farmers in Nyamira County, Kenya," MPRA Paper 69202, University Library of Munich, Germany, revised 27 Jan 2016.
    3. Burton, Michael P. & Rigby, Dan & Young, Trevor, 2003. "Modelling the adoption of organic horticultural technology in the UK using Duration Analysis," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 47(01), pages 1-26, March.
    4. Tschirley, David L. & Flores, Luis & Mather, David, 2010. "Agricultural and Food Security Policy Analysis in Central America: Assessing Local Institutional Capacity, Data Availability, and Outcomes," Food Security International Development Working Papers 90991, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    5. Schipmann, Christin & Qaim, Matin, 2009. "Modern Supply Chains and Product Innovation: How Can Smallholder Farmers Benefit?," 2009 Conference, August 16-22, 2009, Beijing, China 51046, International Association of Agricultural Economists.
    6. Hattam, Caroline & Holloway, Garth J., 2007. "Bayes Estimates of Time to Organic Certification," 81st Annual Conference, April 2-4, 2007, Reading University, UK 7979, Agricultural Economics Society.
    7. Christin Schipmann & Matin Qaim, 2010. "Spillovers from modern supply chains to traditional markets: product innovation and adoption by smallholders," Agricultural Economics, International Association of Agricultural Economists, vol. 41(3‐4), pages 361-371, May.
    8. Muhammed Abdella Usman & Daniel Callo-Concha, 2021. "Does market access improve dietary diversity and food security? Evidence from Southwestern Ethiopian smallholder coffee producers," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 9(1), pages 1-21, December.
    9. Carletto, Calogero & Kirk, Angeli & Winters, Paul C. & Davis, Benjamin, 2010. "Globalization and Smallholders: The Adoption, Diffusion, and Welfare Impact of Non-Traditional Export Crops in Guatemala," World Development, Elsevier, vol. 38(6), pages 814-827, June.
    10. Carletto, Calogero & Corral, Paul & Guelfi, Anita, 2017. "Agricultural commercialization and nutrition revisited: Empirical evidence from three African countries," Food Policy, Elsevier, vol. 67(C), pages 106-118.
    11. Carletto, Calogero & Kirk, Angeli & Winters, Paul C. & Davis, Benjamin, 2007. "Non-Traditional Exports, Traditional Constraints: The Adoption and Diffusion of Cash Crops among Smallholders in Guatemala," 81st Annual Conference, April 2-4, 2007, Reading University, UK 7962, Agricultural Economics Society.
    12. Guerzoni, Marco & Jordan, Alexander, 2016. "“Cursed is the ground because of you”: Religion, Ethnicity, and the Adoption of Fertilizers in Rural Ethiopia," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201605, University of Turin.
    13. du Jardin, Philippe, 2012. "The influence of variable selection methods on the accuracy of bankruptcy prediction models," MPRA Paper 44383, University Library of Munich, Germany.
    14. Hernandez, Ricardo & Reardon, Thomas, 2012. "Tomato Farmers and Modern Markets in Nicaragua: A Duration Analysis," Staff Paper Series 121802, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    15. World Bank, 2004. "Drivers of Sustainable Rural Growth and Poverty Reduction in Central America : Guatemala Case Study, Volume 2. Background Papers and Technical Appendices," World Bank Publications - Reports 14559, The World Bank Group.
    16. Demeke, Leykun & Haji, Jemma, 2017. "Child Nutrition Outcomes of Market Participation of Smallholder Farmers in Central Ethiopia," MPRA Paper 77025, University Library of Munich, Germany.
    17. Ilyes Abid & Rim Ayadi & Khaled Guesmi & Farid Mkaouar, 2022. "A new approach to deal with variable selection in neural networks: an application to bankruptcy prediction," Annals of Operations Research, Springer, vol. 313(2), pages 605-623, June.
    18. Ahsanuzzaman, Ahsanuzzaman, 2015. "Duration Analysis of Technology Adoption in Bangladeshi Agriculture," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 200406, Agricultural and Applied Economics Association.
    19. Jie Sun, 2012. "Integration Of Random Sample Selection, Support Vector Machines And Ensembles For Financial Risk Forecasting With An Empirical Analysis On The Necessity Of Feature Selection," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 19(4), pages 229-246, October.
    20. Langat, B.K. & Sulo, T.K. & Nyangweso, P.M. & Ngeno, V.K. & Korir, M.K. & Kipsat, Mary J., 2010. "Household Food Security in Commercialized Subsistence Economies: Factors Influencing Dietary Diversity of Smallholder Tea Farmers in Nandi South, Kenya," 2010 AAAE Third Conference/AEASA 48th Conference, September 19-23, 2010, Cape Town, South Africa 97086, African Association of Agricultural Economists (AAAE).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ejores:v:195:y:2009:i:2:p:543-551. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eor .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.