IDEAS home Printed from https://ideas.repec.org/a/eee/stapro/v120y2017icp135-140.html
   My bibliography  Save this article

A new explanatory index for evaluating the binary logistic regression based on the sensitivity of the estimated model

Author

Listed:
  • Ramos, Héctor M.
  • Ollero, Jorge
  • Suárez-Llorens, Alfonso

Abstract

We propose a new explanatory index for evaluating the binary logistic regression model based on the sensitivity of the estimated model. We previously formalized the idea of sensitivity and established the principles a statistic should comply with to be considered a sensitivity index. We apply the results to a practical example and compare the results with those obtained utilizing other indices.

Suggested Citation

  • Ramos, Héctor M. & Ollero, Jorge & Suárez-Llorens, Alfonso, 2017. "A new explanatory index for evaluating the binary logistic regression based on the sensitivity of the estimated model," Statistics & Probability Letters, Elsevier, vol. 120(C), pages 135-140.
    • Handle: RePEc:eee:stapro:v:120:y:2017:i:c:p:135-140
    DOI: 10.1016/j.spl.2016.08.022
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167715216302048
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.spl.2016.08.022?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Roger Newson, 2002. "Parameters behind "nonparametric" statistics: Kendall's tau,Somers' D and median differences," Stata Journal, StataCorp LLC, vol. 2(1), pages 45-64, February.
    2. Colin Cameron, A. & Windmeijer, Frank A. G., 1997. "An R-squared measure of goodness of fit for some common nonlinear regression models," Journal of Econometrics, Elsevier, vol. 77(2), pages 329-342, April.
    3. John G. Cragg & Russell S. Uhler, 1970. "The Demand for Automobiles," Canadian Journal of Economics, Canadian Economics Association, vol. 3(3), pages 386-406, August.
    4. Tjur, Tue, 2009. "Coefficients of Determination in Logistic Regression Models—A New Proposal: The Coefficient of Discrimination," The American Statistician, American Statistical Association, vol. 63(4), pages 366-372.
    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. Sudhir Kumar Soam & Surya Rathore & Basavapatna Subbanna Yashavanth & Thammi Raju Dhumantarao & Rakesh S. & Raghupathi Balasani, 2023. "Students’ Perspectives on Entrepreneurship and Its Intention in India," Sustainability, MDPI, vol. 15(13), pages 1-20, July.
    2. Huasheng Zhu & Yawei Chen & Kebi Chen, 2019. "Vitalizing Rural Communities: China’s Rural Entrepreneurial Activities from Perspective of Mixed Embeddedness," Sustainability, MDPI, vol. 11(6), pages 1-21, March.

    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. Daifeng Xiang & Gangsheng Wang & Jing Tian & Wanyu Li, 2023. "Global patterns and edaphic-climatic controls of soil carbon decomposition kinetics predicted from incubation experiments," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    2. John, Katrin & Thomsen, Stephan L., 2015. "School-track environment or endowment: What determines different other-regarding behavior across peer groups?," Games and Economic Behavior, Elsevier, vol. 94(C), pages 122-141.
    3. Burkey, Mark L. & Obeng, Kofi, 2005. "Crash Risk Reduction at Signalized Intersections Using Longitudinal Data," MPRA Paper 36281, University Library of Munich, Germany.
    4. Laura H. Antão & Benjamin Weigel & Giovanni Strona & Maria Hällfors & Elina Kaarlejärvi & Tad Dallas & Øystein H. Opedal & Janne Heliölä & Heikki Henttonen & Otso Huitu & Erkki Korpimäki & Mikko Kuuss, 2022. "Climate change reshuffles northern species within their niches," Nature Climate Change, Nature, vol. 12(6), pages 587-592, June.
    5. Sue Kilpatrick & Bruce Felmingham, 1996. "Labour Mobility in the Australian Regions," The Economic Record, The Economic Society of Australia, vol. 72(218), pages 214-223, September.
    6. Surya Pathak & P. V. Sundar Balakrishnan, 2025. "The paradox of product scarcity: Catalyzing the speed of innovation diffusion," Journal of the Academy of Marketing Science, Springer, vol. 53(3), pages 804-824, May.
    7. Guerra, Alice & Zhuravleva, Tatyana, 2021. "Do bystanders react to bribery?," Journal of Economic Behavior & Organization, Elsevier, vol. 185(C), pages 442-462.
    8. Mikkel Kruuse & Kasper Reming Tangbæk & Kristjan Jespersen & Caleb Gallemore, 2019. "Navigating Input and Output Legitimacy in Multi-Stakeholder Initiatives: Institutional Stewards at Work," Sustainability, MDPI, vol. 11(23), pages 1-27, November.
    9. John Fitzgerald & Peter Gottschalk & Robert Moffitt, 1998. "An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics," Journal of Human Resources, University of Wisconsin Press, vol. 33(2), pages 251-299.
    10. Hiau LooiKee & Alessandro Nicita & Marcelo Olarreaga, 2009. "Estimating Trade Restrictiveness Indices," Economic Journal, Royal Economic Society, vol. 119(534), pages 172-199, January.
    11. repec:plo:pmed00:1002096 is not listed on IDEAS
    12. Dabao Zhang, 2022. "Coefficients of Determination for Mixed-Effects Models," Journal of Agricultural, Biological and Environmental Statistics, Springer;The International Biometric Society;American Statistical Association, vol. 27(4), pages 674-689, December.
    13. Wam, Hilde Karine & Pedersen, Hans Chr. & Hjeljord, Olav, 2012. "Balancing hunting regulations and hunter satisfaction: An integrated biosocioeconomic model to aid in sustainable management," Ecological Economics, Elsevier, vol. 79(C), pages 89-96.
    14. Simon Blanchard & Wayne DeSarbo, 2013. "A New Zero-Inflated Negative Binomial Methodology for Latent Category Identification," Psychometrika, Springer;The Psychometric Society, vol. 78(2), pages 322-340, April.
    15. Jaimovich, Dany, 2015. "Missing Links, Missing Markets: Evidence of the Transformation Process in the Economic Networks of Gambian Villages," World Development, Elsevier, vol. 66(C), pages 645-664.
    16. Jukka Heinonen & Michał Czepkiewicz & Áróra Árnadóttir & Juudit Ottelin, 2021. "Drivers of Car Ownership in a Car-Oriented City: A Mixed-Method Study," Sustainability, MDPI, vol. 13(2), pages 1-26, January.
    17. Rikifumi Ohta & Yosuke Tanigawa & Yuta Suzuki & Manolis Kellis & Shinichi Morishita, 2024. "A polygenic score method boosted by non-additive models," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    18. Commins, Nicola & Nolan, Anne, 2011. "The determinants of mode of transport to work in the Greater Dublin Area," Transport Policy, Elsevier, vol. 18(1), pages 259-268, January.
    19. James Levinsohn, 1988. "Empirics of Taxes on Differentiated Products: The Case of Tariffs in the U.S. Automobile Industry," NBER Chapters, in: Trade Policy Issues and Empirical Analysis, pages 9-44, National Bureau of Economic Research, Inc.
    20. Cingl, Lubomír & Lichard, Tomáš & Miklánek, Tomáš, 2023. "Tax designation effects on compliance: An online experiment with taxpayers," Journal of Economic Behavior & Organization, Elsevier, vol. 214(C), pages 615-633.
    21. (Xuefeng) Jiang, John & Petroni, Kathy R. & Yanyan Wang, Isabel, 2010. "CFOs and CEOs: Who have the most influence on earnings management?," Journal of Financial Economics, Elsevier, vol. 96(3), pages 513-526, June.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:stapro:v:120:y:2017:i:c:p:135-140. 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/wps/find/journaldescription.cws_home/622892/description#description .

    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.