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An Assessment of Estimation Procedures for Multilevel Models with Binary Responses

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Cited by:

  1. Sun-Joo Cho & Jennifer Gilbert & Amanda Goodwin, 2013. "Explanatory Multidimensional Multilevel Random Item Response Model: An Application to Simultaneous Investigation of Word and Person Contributions to Multidimensional Lexical Representations," Psychometrika, Springer;The Psychometric Society, vol. 78(4), pages 830-855, October.
  2. Scott, Anthony & Shiell, Alan, 1997. "Do fee descriptors influence treatment choices in general practice? A multilevel discrete choice model," Journal of Health Economics, Elsevier, vol. 16(3), pages 323-342, June.
  3. David Cutts & Edward Fieldhouse, 2009. "What Small Spatial Scales Are Relevant as Electoral Contexts for Individual Voters? The Importance of the Household on Turnout at the 2001 General Election," American Journal of Political Science, John Wiley & Sons, vol. 53(3), pages 726-739, July.
  4. Bruce Western, 1999. "Bayesian Analysis for Sociologists," Sociological Methods & Research, , vol. 28(1), pages 7-34, August.
  5. Xiushi Yang, 2000. "Determinants of Migration Intentions in Hubei Province, China: Individual versus Family Migration," Environment and Planning A, , vol. 32(5), pages 769-787, May.
  6. repec:pri:crcwel:wp98-20-teitler is not listed on IDEAS
  7. Meza, Cristian & Jaffrézic, Florence & Foulley, Jean-Louis, 2009. "Estimation in the probit normal model for binary outcomes using the SAEM algorithm," Computational Statistics & Data Analysis, Elsevier, vol. 53(4), pages 1350-1360, February.
  8. Ruth N. Bolton & Katherine N. Lemon & Matthew D. Bramlett, 2006. "The Effect of Service Experiences over Time on a Supplier's Retention of Business Customers," Management Science, INFORMS, vol. 52(12), pages 1811-1823, December.
  9. Rabe-Hesketh, Sophia & Skrondal, Anders & Pickles, Andrew, 2005. "Maximum likelihood estimation of limited and discrete dependent variable models with nested random effects," Journal of Econometrics, Elsevier, vol. 128(2), pages 301-323, October.
  10. Sophia Rabe‐Hesketh & Anders Skrondal, 2006. "Multilevel modelling of complex survey data," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 169(4), pages 805-827, October.
  11. Peter J. Hannan & David M. Murray, 1996. "Gauss or Bernoulli?," Evaluation Review, , vol. 20(3), pages 338-352, June.
  12. Amoroso, S., 2013. "Heterogeneity of innovative, collaborative, and productive firm-level processes," Other publications TiSEM f5784a49-7053-401d-855d-1, Tilburg University, School of Economics and Management.
  13. Mirjam Moerbeek & Gerard J. P. Breukelen & Martijn P. F. Berger, 2003. "A Comparison of Estimation Methods for Multilevel Logistic Models," Computational Statistics, Springer, vol. 18(1), pages 19-37, March.
  14. Dewar, Diane M., 1998. "Do those with more formal education have better health insurance opportunities?," Economics of Education Review, Elsevier, vol. 17(3), pages 267-277, June.
  15. Rebecca Sear & Fiona Steele & Ian McGregor & Ruth Mace, 2002. "The effects of kin on child mortality in rural gambia," Demography, Springer;Population Association of America (PAA), vol. 39(1), pages 43-63, February.
  16. Fiona Steele & Ian Diamond & Duolao Wang, 1996. "The determinants of the duration of contraceptive use in China: A multilevel multinomial discrete-hazards mdeling approach," Demography, Springer;Population Association of America (PAA), vol. 33(1), pages 12-23, February.
  17. Sara Amoroso, 2017. "Multilevel heterogeneity of R&D cooperation and innovation determinants," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 7(1), pages 93-120, April.
  18. Pryseley, Assam & Tchonlafi, Clotaire & Verbeke, Geert & Molenberghs, Geert, 2011. "Estimating negative variance components from Gaussian and non-Gaussian data: A mixed models approach," Computational Statistics & Data Analysis, Elsevier, vol. 55(2), pages 1071-1085, February.
  19. A. Dharmalingam & S. Morgan, 2004. "Pervasive Muslim-Hindu fertility differences in India," Demography, Springer;Population Association of America (PAA), vol. 41(3), pages 529-545, August.
  20. Chun Wang & Steven W. Nydick, 2020. "On Longitudinal Item Response Theory Models: A Didactic," Journal of Educational and Behavioral Statistics, , vol. 45(3), pages 339-368, June.
  21. Anastasia Gage & A. Sommerfelt & Andrea Piani, 1997. "Household structure and childhood immunization in Niger and Nigeria," Demography, Springer;Population Association of America (PAA), vol. 34(2), pages 295-309, May.
  22. Noh, Maengseok & Wu, Lang & Lee, Youngjo, 2012. "Hierarchical likelihood methods for nonlinear and generalized linear mixed models with missing data and measurement errors in covariates," Journal of Multivariate Analysis, Elsevier, vol. 109(C), pages 42-51.
  23. Courgeau, Daniel, 2007. "Multilevel synthesis. From the group to the individual," MPRA Paper 43189, University Library of Munich, Germany.
  24. An, Xinming & Bentler, Peter M., 2012. "Efficient direct sampling MCEM algorithm for latent variable models with binary responses," Computational Statistics & Data Analysis, Elsevier, vol. 56(2), pages 231-244.
  25. Mealli, Fabrizia & Rampichini, Carla, 1999. "Estimating binary multilevel models through indirect inference," Computational Statistics & Data Analysis, Elsevier, vol. 29(3), pages 313-324, January.
  26. Anna Gottard & Giorgio Calzolari, 2014. "Alternative estimating procedures for multiple membership logit models with mixed effects: indirect inference and data cloning," Econometrics Working Papers Archive 2014_07, Universita' degli Studi di Firenze, Dipartimento di Statistica, Informatica, Applicazioni "G. Parenti".
  27. L. Bryan, Mark & P. Jenkins, Stephen, 2013. "Regression analysis of country effects using multilevel data: a cautionary tale," ISER Working Paper Series 2013-14, Institute for Social and Economic Research.
  28. Shawn Kanaiaupuni & Katharine Donato, 1999. "Migradollars and mortality: The effects of migration on infant survival in Mexico," Demography, Springer;Population Association of America (PAA), vol. 36(3), pages 339-353, August.
  29. Julien Teitler, 1998. "The Impact of the Los Angeles Neighborhood Variation in Youth Sexual, Fertility and Educational Outcomes," Working Papers 989, Princeton University, School of Public and International Affairs, Center for Research on Child Wellbeing..
  30. Baghishani, Hossein & Mohammadzadeh, Mohsen, 2011. "A data cloning algorithm for computing maximum likelihood estimates in spatial generalized linear mixed models," Computational Statistics & Data Analysis, Elsevier, vol. 55(4), pages 1748-1759, April.
  31. Gustavo Angeles & David K. Guilkey & Thomas A. Mroz, 2005. "The Impact of Community-Level Variables on Individual-Level Outcomes," Sociological Methods & Research, , vol. 34(1), pages 76-121, August.
  32. Anne Pebley & Noreen Goldman & Germán Rodríguez, 1996. "Prenatal and delivery care and childhood immunization in guatemala: Do family and community matter?," Demography, Springer;Population Association of America (PAA), vol. 33(2), pages 231-247, May.
  33. Mangham-Jefferies, Lindsay & Hanson, Kara & Mbacham, Wilfred & Onwujekwe, Obinna & Wiseman, Virginia, 2014. "What determines providers' stated preference for the treatment of uncomplicated malaria?," Social Science & Medicine, Elsevier, vol. 104(C), pages 98-106.
  34. Renard, Didier & Molenberghs, Geert & Geys, Helena, 2004. "A pairwise likelihood approach to estimation in multilevel probit models," Computational Statistics & Data Analysis, Elsevier, vol. 44(4), pages 649-667, January.
  35. Dana A. Glei & Noreen Goldman & German Rodriguez, 2002. "Utilization of Care During Pregnancy in Rural Guatemala: Does Obstetrical Need Matters," Working Papers 308, Princeton University, Woodrow Wilson School of Public and International Affairs, Office of Population Research..
  36. Caterina Giusti & Daniele Vignoli, 2006. "Determinants of Contraceptive Use in Egypt: A Multilevel Approach," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 15(1), pages 89-106, May.
  37. Patrali Chatterjee & Donna L. Hoffman & Thomas P. Novak, 2003. "Modeling the Clickstream: Implications for Web-Based Advertising Efforts," Marketing Science, INFORMS, vol. 22(4), pages 520-541, May.
  38. Charles B. Fleming & Tracy W. Harachi & Richard F. Catalano & Kevin P. Haggerty & Robert D. Abbott, 2001. "Assessing the Effects of a School-Based Intervention on Unscheduled School Transfers During Elementary School," Evaluation Review, , vol. 25(6), pages 655-679, December.
  39. Diaz, Rafael E., 2007. "Comparison of PQL and Laplace 6 estimates of hierarchical linear models when comparing groups of small incident rates in cluster randomised trials," Computational Statistics & Data Analysis, Elsevier, vol. 51(6), pages 2871-2888, March.
  40. Austin Peter C, 2010. "Estimating Multilevel Logistic Regression Models When the Number of Clusters is Low: A Comparison of Different Statistical Software Procedures," The International Journal of Biostatistics, De Gruyter, vol. 6(1), pages 1-20, April.
  41. Geraint Johnes & Robert McNabb, 2004. "Never Give up on the Good Times: Student Attrition in the UK," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(1), pages 23-47, February.
  42. Sun-Joo Cho & Paul Boeck & Susan Embretson & Sophia Rabe-Hesketh, 2014. "Additive Multilevel Item Structure Models with Random Residuals: Item Modeling for Explanation and Item Generation," Psychometrika, Springer;The Psychometric Society, vol. 79(1), pages 84-104, January.
  43. Jerry J. Maples & Susan A. Murphy & William G. Axinn, 2002. "Two-Level Proportional Hazards Models," Biometrics, The International Biometric Society, vol. 58(4), pages 754-763, December.
  44. Bu, Feifei, 2014. "Sibling configurations, educational aspiration and attainment," ISER Working Paper Series 2014-11, Institute for Social and Economic Research.
  45. Cho, S.-J. & Rabe-Hesketh, S., 2011. "Alternating imputation posterior estimation of models with crossed random effects," Computational Statistics & Data Analysis, Elsevier, vol. 55(1), pages 12-25, January.
  46. Lindstrom, David P & Muñoz-Franco, Elisa, 2006. "Migration and maternal health services utilization in rural Guatemala," Social Science & Medicine, Elsevier, vol. 63(3), pages 706-721, August.
  47. Manuel Gomes & Edmond S.-W. Ng & Richard Grieve & Richard Nixon & James Carpenter & Simon G. Thompson, 2012. "Developing Appropriate Methods for Cost-Effectiveness Analysis of Cluster Randomized Trials," Medical Decision Making, , vol. 32(2), pages 350-361, March.
  48. Cristiano Varin, 2008. "On composite marginal likelihoods," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 92(1), pages 1-28, February.
  49. Giorgio Calzolari & F. Mealli & C. Rampichini, 2001. "Alternative Simulation-Based Estimators of Logit Models with Random Effects," Econometrics Working Papers Archive quaderno48, Universita' degli Studi di Firenze, Dipartimento di Statistica, Informatica, Applicazioni "G. Parenti".
  50. Sear, Rebecca & Steele, Fiona & McGregor, Ian A. & Mace, Ruth, 2002. "The effects of kin on child mortality in rural Gambia," LSE Research Online Documents on Economics 247, London School of Economics and Political Science, LSE Library.
  51. Barbara Entwisle & Ronald Rindfuss & Stephen Walsh & Tom Evans & Sara Curran, 1997. "Geographic information systems, spatial network analysis, and contraceptive choice," Demography, Springer;Population Association of America (PAA), vol. 34(2), pages 171-187, May.
  52. Peter Congdon, 1997. "Multilevel and Clustering Analysis of Health Outcomes in Small Areas," European Journal of Population, Springer;European Association for Population Studies, vol. 13(4), pages 305-338, December.
  53. Kelvyn Jones & Dewi Owen & Ron Johnston & James Forrest & David Manley, 2015. "Modelling the occupational assimilation of immigrants by ancestry, age group and generational differences in Australia: a random effects approach to a large table of counts," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(6), pages 2595-2615, November.
  54. Ziwen Ling & Christopher R. Cherry & Yi Wen, 2021. "Determining the Factors That Influence Electric Vehicle Adoption: A Stated Preference Survey Study in Beijing, China," Sustainability, MDPI, vol. 13(21), pages 1-22, October.
  55. Sturdivant, Rodney X. & Hosmer Jr., David W., 2007. "A smoothed residual based goodness-of-fit statistic for logistic hierarchical regression models," Computational Statistics & Data Analysis, Elsevier, vol. 51(8), pages 3898-3912, May.
  56. Adeniyi, Isaac Adeola, 2020. "Bayesian Generalized Linear Mixed Effects Models Using Normal-Independent Distributions: Formulation and Applications," MPRA Paper 99165, University Library of Munich, Germany.
  57. Mike Murphy & Duolao Wang, 1998. "Family and sociodemographic influences on patterns of leaving home in Postwar Britain," Demography, Springer;Population Association of America (PAA), vol. 35(3), pages 293-305, August.
  58. Carol Kaufman, 1998. "Contraceptive use in South Africa under apartheid," Demography, Springer;Population Association of America (PAA), vol. 35(4), pages 421-434, November.
  59. Giannakis, Elias & Bruggeman, Adriana, 2018. "Exploring the labour productivity of agricultural systems across European regions: A multilevel approach," Land Use Policy, Elsevier, vol. 77(C), pages 94-106.
  60. repec:jss:jstsof:08:i09 is not listed on IDEAS
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