Multiple imputation of binary multilevel missing not at random data
Author
Abstract
Suggested Citation
DOI: 10.1111/rssc.12401
Download full text from publisher
References listed on IDEAS
- Donald B. Rubin, 2003. "Nested multiple imputation of NMES via partially incompatible MCMC," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 57(1), pages 3-18, February.
- van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
- Train,Kenneth E., 2009.
"Discrete Choice Methods with Simulation,"
Cambridge Books,
Cambridge University Press, number 9780521766555, January.
- Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
- Kenneth Train, 2003. "Discrete Choice Methods with Simulation," Online economics textbooks, SUNY-Oswego, Department of Economics, number emetr2.
- Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
- William Greene, 2004.
"Convenient estimators for the panel probit model: Further results,"
Empirical Economics, Springer, vol. 29(1), pages 21-47, January.
- William Greene, 2002. "Convenient estimators for the panel probit model: Further results," Working Papers 02-06, New York University, Leonard N. Stern School of Business, Department of Economics.
- Eric Delattre & Richard Moussa, 2015. "On the estimation of causality in a bivariate dynamic probit model on panel data with Stata software. A technical review," THEMA Working Papers 2015-04, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
- Lorenzo Cappellari & Stephen P. Jenkins, 2003.
"Multivariate probit regression using simulated maximum likelihood,"
Stata Journal, StataCorp LP, vol. 3(3), pages 278-294, September.
- Lorenzo Cappellari & Stephen P. Jenkins, 2003. "Multivariate probit regression using simulated maximum likelihood," United Kingdom Stata Users' Group Meetings 2003 10, Stata Users Group.
- Emmanuel Lesaffre & Bart Spiessens, 2001. "On the effect of the number of quadrature points in a logistic random effects model: an example," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 50(3), pages 325-335.
- D. Pfeffermann & C. J. Skinner & D. J. Holmes & H. Goldstein & J. Rasbash, 1998. "Weighting for unequal selection probabilities in multilevel models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(1), pages 23-40.
- Thomas Warm, 1989. "Weighted likelihood estimation of ability in item response theory," Psychometrika, Springer;The Psychometric Society, vol. 54(3), pages 427-450, September.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Chunhua Chen & Jianwei Ren & Lijun Tang & Haohua Liu, 2020. "Additive integer-valued data envelopment analysis with missing data: A multi-criteria evaluation approach," PLOS ONE, Public Library of Science, vol. 15(6), pages 1-20, June.
- Reginald Masimba Mbona, 2021. "The Impact of China-Africa Trade on Industries in Africa: A Case Study of FOCAC and BRI," Business and Economic Research, Macrothink Institute, vol. 11(2), pages 301-318, June.
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.- Angelina Hammon & Sabine Zinn, 2020. "Multiple imputation of binary multilevel missing not at random data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 69(3), pages 547-564, June.
- Belderbos, Rene & Carree, Martin & Diederen, Bert & Lokshin, Boris & Veugelers, Reinhilde, 2004.
"Heterogeneity in R&D cooperation strategies,"
International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1237-1263, November.
- Veugelers, Reinhilde & Belderbos, René & Carree, Martin A & Lokshin, Boris & Diederen, Bert, 2003. "Heterogeneity in R&D Cooperation Strategies," CEPR Discussion Papers 4021, C.E.P.R. Discussion Papers.
- Simon Grund & Oliver Lüdtke & Alexander Robitzsch, 2021. "On the Treatment of Missing Data in Background Questionnaires in Educational Large-Scale Assessments: An Evaluation of Different Procedures," Journal of Educational and Behavioral Statistics, , vol. 46(4), pages 430-465, August.
- Tsai, Tsung-Han, 2016. "A Bayesian Approach to Dynamic Panel Models with Endogenous Rarely Changing Variables," Political Science Research and Methods, Cambridge University Press, vol. 4(3), pages 595-620, September.
- Funk, Patrick & Davis, Alex & Vaishnav, Parth & Dewitt, Barry & Fuchs, Erica, 2020. "Individual inconsistency and aggregate rationality: Overcoming inconsistencies in expert judgment at the technical frontier," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
- Fleming, Patrick, 2014. "A Model of Agricultural Land Use, Costs, and Water Quality in the Chesapeake Bay," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170373, Agricultural and Applied Economics Association.
- Simon Grund & Oliver Lüdtke & Alexander Robitzsch, 2018. "Multiple Imputation of Missing Data at Level 2: A Comparison of Fully Conditional and Joint Modeling in Multilevel Designs," Journal of Educational and Behavioral Statistics, , vol. 43(3), pages 316-353, June.
- Lara Lopez & Fernando L. Vázquez & Ángela J. Torres & Patricia Otero & Vanessa Blanco & Olga Díaz & Mario Páramo, 2020. "Long-Term Effects of a Cognitive Behavioral Conference Call Intervention on Depression in Non-Professional Caregivers," IJERPH, MDPI, vol. 17(22), pages 1-24, November.
- Lorenzo Cappellari & Stephen P. Jenkins, 2006.
"Calculation of multivariate normal probabilities by simulation, with applications to maximum simulated likelihood estimation,"
Stata Journal, StataCorp LP, vol. 6(2), pages 156-189, June.
- P. Jenkins, Stephen & Cappellari, Lorenzo, 2006. "Calculation of multivariate normal probabilities by simulation, with applications to maximum simulated likelihood estimation," ISER Working Paper Series 2006-16, Institute for Social and Economic Research.
- Cappellari, Lorenzo & Jenkins, Stephen P., 2006. "Calculation of Multivariate Normal Probabilities by Simulation, with Applications to Maximum Simulated Likelihood Estimation," IZA Discussion Papers 2112, Institute of Labor Economics (IZA).
- Lorenzo Cappellari & Stephen P. Jenkins, 2006. "Calculation of Multivariate Normal Probabilities by Simulation, with Applications to Maximum Simulated Likelihood Estimation," Discussion Papers of DIW Berlin 584, DIW Berlin, German Institute for Economic Research.
- Ng'ombe, John, 2019. "Economics of the Greenseeder Hand Planter, Discrete Choice Modeling, and On-Farm Field Experimentation," Thesis Commons jckt7, Center for Open Science.
- Gredebäck, Gustaf & Hall, Jonathan & Lindskog, Marcus, 2022. "Fluid intelligence in refugee children. A cross-sectional study of potential risk and resilience factors among Syrian refugee children and their parents," Intelligence, Elsevier, vol. 94(C).
- Uwe Cantner & Martin Kalthaus & Indira Yarullina, 2022. "Outcomes of Science-Industry Collaboration: Factors and Interdependencies," Jena Economics Research Papers 2022-003, Friedrich-Schiller-University Jena.
- Hoque, Mohammad Mainul & Artz, Georgeanne M. & Jarboe, Darren H. & Martens, Bobby J., 2015.
"Producer Participation In Biomass Markets: Farm Factors, Market Factors, And Correlated Choices,"
Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 47(3), pages 317-344, August.
- Hoque, Mohammad Mainul & Artz, Georgeanne M. & Jarboe, Darren H. & Martens, Bobby J., 2015. "Producer Participation in Biomass Markets: Farm Factors, Market Factors, and Correlated Choices," ISU General Staff Papers 201508010700001584, Iowa State University, Department of Economics.
- Peter Haan & Arne Uhlendorff, 2006.
"Estimation of multinomial logit models with unobserved heterogeneity using maximum simulated likelihood,"
Stata Journal, StataCorp LP, vol. 6(2), pages 229-245, June.
- Peter Haan & Arne Uhlendorff, 2006. "Estimation of Multinomial Logit Models with Unobserved Heterogeneity Using Maximum Simulated Likelihood," Discussion Papers of DIW Berlin 573, DIW Berlin, German Institute for Economic Research.
- Burns, Christopher & Prager, Daniel & Ghosh, Sujit & Goodwin, Barry, 2015. "Imputing for Missing Data in the ARMS Household Section: A Multivariate Imputation Approach," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205291, Agricultural and Applied Economics Association.
- Richard Gates, 2006. "A Mata Geweke–Hajivassiliou–Keane multivariate normal simulator," Stata Journal, StataCorp LP, vol. 6(2), pages 190-213, June.
- David Roodman, 2009. "Estimating Fully Observed Recursive Mixed-Process Models with cmp," Working Papers 168, Center for Global Development.
- Moura, Guilherme V. & Richard, Jean-François & Liesenfeld, Roman, 2007.
"Dynamic Panel Probit Models for Current Account Reversals and their Efficient Estimation,"
Economics Working Papers
2007-11, Christian-Albrechts-University of Kiel, Department of Economics.
- Guilherme Valle Moura & Roman Liesenfeld & Jean-Francois Richard, 2008. "Dynamic Panel Probit Models for Current Account Reversals and their Efficient Estimation," Anais do XXXVI Encontro Nacional de Economia [Proceedings of the 36th Brazilian Economics Meeting] 200807141048250, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics].
- Robert Aue & Thilo Klein & Josue Ortega, 2020.
"What Happens when Separate and Unequal School Districts Merge?,"
Papers
2006.13209, arXiv.org.
- Aue, Robert & Klein, Thilo & Ortega, Josué, 2020. "What happens when separate and unequal school districts merge?," ZEW Discussion Papers 20-032, ZEW - Leibniz Centre for European Economic Research.
- Aue, Robert & Klein, Thilo & Ortega, Josué, 2020. "What Happens when Separate and Unequal School Districts Merge?," QBS Working Paper Series 2020/06, Queen's University Belfast, Queen's Business School.
- Mary Ying-Fang Wang & Paul Tuss & Lihong Qi, 2019. "Augmented Weighted Estimators Dealing with Practical Positivity Violation to Causal inferences in a Random Coefficient Model," Psychometrika, Springer;The Psychometric Society, vol. 84(2), pages 447-467, June.
More about this item
Keywords
Fully conditional specification; Missingness not at random; Multilevel data; Multiple imputation; Selection model;All these keywords.
Statistics
Access and download statisticsCorrections
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:zbw:espost:222432. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/zbwkide.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.