Delporte, Margaux; Fieuws, Steffen; Molenberghs, Geert; Verbeke, Geert; Wanyama, Simeon Situma; Hatziagorou, Elpis; De Boeck, Christiane A joint normal-binary (probit) model. (English) Zbl 07778371 Int. Stat. Rev. 90, Suppl. S1, S37-S51 (2022). MSC: 62Pxx 62Jxx 62-XX PDFBibTeX XMLCite \textit{M. Delporte} et al., Int. Stat. Rev. 90, S37--S51 (2022; Zbl 07778371) Full Text: DOI
Hermans, Lisa; Ivanova, Anna; Sotto, Cristina; Molenberghs, Geert; Verbeke, Geert; Kenward, Michael G. Doubly robust pseudo-likelihood for incomplete hierarchical binary data. (English) Zbl 07290025 Stat. Model. 20, No. 1, 42-57 (2020). MSC: 62-XX PDFBibTeX XMLCite \textit{L. Hermans} et al., Stat. Model. 20, No. 1, 42--57 (2020; Zbl 07290025) Full Text: DOI
Luyts, Martial; Molenberghs, Geert; Verbeke, Geert; Matthijs, Koen; Ribeiro, Eduardo E. jun.; Demétrio, Clarice G. B.; Hinde, John A Weibull-count approach for handling under- and overdispersed longitudinal/clustered data structures. (English) Zbl 07289547 Stat. Model. 19, No. 5, 569-589 (2019). MSC: 62-XX PDFBibTeX XMLCite \textit{M. Luyts} et al., Stat. Model. 19, No. 5, 569--589 (2019; Zbl 07289547) Full Text: DOI
Hermans, Lisa; Molenberghs, Geert; Aerts, Marc; Kenward, Michael G.; Verbeke, Geert A tutorial on the practical use and implication of complete sufficient statistics. (English) Zbl 07763611 Int. Stat. Rev. 86, No. 3, 403-414 (2018). MSC: 62-XX PDFBibTeX XMLCite \textit{L. Hermans} et al., Int. Stat. Rev. 86, No. 3, 403--414 (2018; Zbl 07763611) Full Text: DOI
Rakhmawati, Trias Wahyuni; Molenberghs, Geert; Verbeke, Geert; Faes, Christel Local influence diagnostics for generalized linear mixed models with overdispersion. (English) Zbl 1516.62561 J. Appl. Stat. 44, No. 4, 620-641 (2017). MSC: 62-XX PDFBibTeX XMLCite \textit{T. W. Rakhmawati} et al., J. Appl. Stat. 44, No. 4, 620--641 (2017; Zbl 1516.62561) Full Text: DOI Link
Kombo, A. Y.; Mwambi, H.; Molenberghs, G. Multiple imputation for ordinal longitudinal data with monotone missing data patterns. (English) Zbl 1516.62393 J. Appl. Stat. 44, No. 2, 270-287 (2017). MSC: 62-XX PDFBibTeX XMLCite \textit{A. Y. Kombo} et al., J. Appl. Stat. 44, No. 2, 270--287 (2017; Zbl 1516.62393) Full Text: DOI Link
Molenberghs, Geert; Verbeke, Geert; Demétrio, Clarice G. B. Hierarchical models with normal and conjugate random effects: a review. (English) Zbl 1384.62269 SORT 41, No. 2, 191-254 (2017). MSC: 62J12 62P10 62-02 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., SORT 41, No. 2, 191--254 (2017; Zbl 1384.62269) Full Text: DOI
Kalema, George; Iddi, Samuel; Molenberghs, Geert The combined model: a tool for simulating correlated counts with overdispersion. (English) Zbl 1347.62081 Commun. Stat., Simulation Comput. 45, No. 7, 2491-2510 (2016). MSC: 62H10 62J12 62P10 PDFBibTeX XMLCite \textit{G. Kalema} et al., Commun. Stat., Simulation Comput. 45, No. 7, 2491--2510 (2016; Zbl 1347.62081) Full Text: DOI Link
Kalema, George; Molenberghs, Geert; Kassahun, Wondwosen Second-order generalized estimating equations for correlated count data. (English) Zbl 1342.65037 Comput. Stat. 31, No. 2, 749-770 (2016). MSC: 62-08 62J12 PDFBibTeX XMLCite \textit{G. Kalema} et al., Comput. Stat. 31, No. 2, 749--770 (2016; Zbl 1342.65037) Full Text: DOI Link
Kenward, Michael G.; Molenberghs, Geert A taxonomy of mixing and outcome distributions based on conjugacy and bridging. (English) Zbl 1381.62236 Commun. Stat., Theory Methods 45, No. 7, 1953-1968 (2016). MSC: 62J12 62E10 PDFBibTeX XMLCite \textit{M. G. Kenward} and \textit{G. Molenberghs}, Commun. Stat., Theory Methods 45, No. 7, 1953--1968 (2016; Zbl 1381.62236) Full Text: DOI Link
Satty, A.; Mwambi, H.; Molenberghs, G. Different methods for handling incomplete longitudinal binary outcome due to missing at random dropout. (English) Zbl 1486.62217 Stat. Methodol. 24, 12-27 (2015). MSC: 62J12 62D05 62P10 PDFBibTeX XMLCite \textit{A. Satty} et al., Stat. Methodol. 24, 12--27 (2015; Zbl 1486.62217) Full Text: DOI
Donneau, A. F.; Mauer, M.; Molenberghs, G.; Albert, A. A simulation study comparing multiple imputation methods for incomplete longitudinal ordinal data. (English) Zbl 1328.62333 Commun. Stat., Simulation Comput. 44, No. 5, 1311-1338 (2015). MSC: 62H12 62J12 65C10 62-04 92B15 PDFBibTeX XMLCite \textit{A. F. Donneau} et al., Commun. Stat., Simulation Comput. 44, No. 5, 1311--1338 (2015; Zbl 1328.62333) Full Text: DOI Link
Del Fava, Emanuele; Shkedy, Ziv; Aregay, Mehreteab; Molenberghs, Geert Modelling multivariate, overdispersed binomial data with additive and multiplicative random effects. (English) Zbl 07257898 Stat. Model. 14, No. 2, 99-133 (2014). MSC: 62-XX PDFBibTeX XMLCite \textit{E. Del Fava} et al., Stat. Model. 14, No. 2, 99--133 (2014; Zbl 07257898) Full Text: DOI
Efendi, Achmad; Molenberghs, Geert; Iddi, Samuel A marginalized combined gamma frailty and normal random-effects model for repeated, overdispersed, time-to-event outcomes. (English) Zbl 1307.62225 Commun. Stat., Theory Methods 43, No. 22, 4806-4828 (2014). MSC: 62N02 62P10 PDFBibTeX XMLCite \textit{A. Efendi} et al., Commun. Stat., Theory Methods 43, No. 22, 4806--4828 (2014; Zbl 1307.62225) Full Text: DOI Link
Kalema, George; Molenberghs, Geert Pseudo-likelihood methodology for hierarchical count data. (English) Zbl 1307.62086 Commun. Stat., Theory Methods 43, No. 22, 4790-4805 (2014). MSC: 62F99 62P10 PDFBibTeX XMLCite \textit{G. Kalema} and \textit{G. Molenberghs}, Commun. Stat., Theory Methods 43, No. 22, 4790--4805 (2014; Zbl 1307.62086) Full Text: DOI Link
Vangeneugden, Tony; Molenberghs, Geert; Verbeke, Geert; Demétrio, Clarice G. B. Marginal correlation from logit- and probit-beta-normal models for hierarchical binary data. (English) Zbl 1309.62017 Commun. Stat., Theory Methods 43, No. 19, 4164-4178 (2014). MSC: 62-07 62P10 PDFBibTeX XMLCite \textit{T. Vangeneugden} et al., Commun. Stat., Theory Methods 43, No. 19, 4164--4178 (2014; Zbl 1309.62017) Full Text: DOI Link
Njagi, Edmund Njeru; Molenberghs, Geert; Kenward, Michael G.; Verbeke, Geert; Rizopoulos, Dimitris A characterization of missingness at random in a generalized shared-parameter joint modeling framework for longitudinal and time-to-event data, and sensitivity analysis. (English) Zbl 1441.62453 Biom. J. 56, No. 6, 1001-1015 (2014). MSC: 62P10 62N02 PDFBibTeX XMLCite \textit{E. N. Njagi} et al., Biom. J. 56, No. 6, 1001--1015 (2014; Zbl 1441.62453) Full Text: DOI Link
Njagi, Edmund Njeru; Rizopoulos, Dimitris; Molenberghs, Geert; Dendale, Paul; Willekens, Koen A joint survival-longitudinal modelling approach for the dynamic prediction of rehospitalization in telemonitored chronic heart failure patients. (English) Zbl 07257454 Stat. Model. 13, No. 3, 179-198 (2013). MSC: 62-XX PDFBibTeX XMLCite \textit{E. N. Njagi} et al., Stat. Model. 13, No. 3, 179--198 (2013; Zbl 07257454) Full Text: DOI
Aregay, Mehreteab; Shkedy, Ziv; Molenberghs, Geert A hierarchical Bayesian approach for the analysis of longitudinal count data with overdispersion: a simulation study. (English) Zbl 1365.62093 Comput. Stat. Data Anal. 57, No. 1, 233-245 (2013). MSC: 62F15 62M10 65C60 PDFBibTeX XMLCite \textit{M. Aregay} et al., Comput. Stat. Data Anal. 57, No. 1, 233--245 (2013; Zbl 1365.62093) Full Text: DOI Link
Iddi, Samuel; Molenberghs, Geert A joint marginalized multilevel model for longitudinal outcomes. (English) Zbl 1514.62238 J. Appl. Stat. 39, No. 11, 2413-2430 (2012). MSC: 62P10 62J12 PDFBibTeX XMLCite \textit{S. Iddi} and \textit{G. Molenberghs}, J. Appl. Stat. 39, No. 11, 2413--2430 (2012; Zbl 1514.62238) Full Text: DOI Link
Molenberghs, Geert; Verbeke, Geert; Iddi, Samuel; Demétrio, Clarice G. B. A combined beta and normal random-effects model for repeated, overdispersed binary and binomial data. (English) Zbl 1294.62040 J. Multivariate Anal. 111, 94-109 (2012). MSC: 62F10 62P10 62J12 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., J. Multivariate Anal. 111, 94--109 (2012; Zbl 1294.62040) Full Text: DOI
Iddi, Samuel; Molenberghs, Geert A combined overdispersed and marginalized multilevel model. (English) Zbl 1242.62118 Comput. Stat. Data Anal. 56, No. 6, 1944-1951 (2012). MSC: 62P10 62H20 62J12 PDFBibTeX XMLCite \textit{S. Iddi} and \textit{G. Molenberghs}, Comput. Stat. Data Anal. 56, No. 6, 1944--1951 (2012; Zbl 1242.62118) Full Text: DOI Link
Vangeneugden, Tony; Molenberghs, Geert; Verbeke, Geert; Demétrio, Clarice G. B. Marginal correlation from an extended random-effects model for repeated and overdispersed counts. (English) Zbl 1511.62182 J. Appl. Stat. 38, No. 2, 215-232 (2011). MSC: 62J12 62P10 PDFBibTeX XMLCite \textit{T. Vangeneugden} et al., J. Appl. Stat. 38, No. 2, 215--232 (2011; Zbl 1511.62182) Full Text: DOI
Creemers, An; Hens, Niel; Aerts, Marc; Molenberghs, Geert; Verbeke, Geert; Kenward, Michael G. Generalized shared-parameter models and missingness at random. (English) Zbl 1420.62093 Stat. Model. 11, No. 4, 279-310 (2011). MSC: 62F10 62-04 62N01 62P10 PDFBibTeX XMLCite \textit{A. Creemers} et al., Stat. Model. 11, No. 4, 279--310 (2011; Zbl 1420.62093) Full Text: DOI
Molenberghs, Geert; Verbeke, Geert A note on a hierarchical interpretation for negative variance components. (English) Zbl 1420.62012 Stat. Model. 11, No. 5, 389-408 (2011). MSC: 62A01 62J10 62J12 62H30 62P10 PDFBibTeX XMLCite \textit{G. Molenberghs} and \textit{G. Verbeke}, Stat. Model. 11, No. 5, 389--408 (2011; Zbl 1420.62012) Full Text: DOI
Sinha, Sanjoy K.; Troxel, Andrea B.; Lipsitz, Stuart R.; Sinha, Debajyoti; Fitzmaurice, Garrett M.; Molenberghs, Geert; Ibrahim, Joseph G. A bivariate pseudolikelihood for incomplete longitudinal binary data with nonignorable nonmonotone missingness. (English) Zbl 1226.62129 Biometrics 67, No. 3, 1119-1126 (2011). MSC: 62P10 62J12 62G05 65C60 PDFBibTeX XMLCite \textit{S. K. Sinha} et al., Biometrics 67, No. 3, 1119--1126 (2011; Zbl 1226.62129) Full Text: DOI Link
Serroyen, Jan; Molenberghs, Geert; Aerts, Marc; Vloeberghs, Ellen; De Deyn, Peter Paul; Verbeke, Geert Flexible estimation of serial correlation in nonlinear mixed models. (English) Zbl 1511.62374 J. Appl. Stat. 37, No. 5, 833-846 (2010). MSC: 62P10 PDFBibTeX XMLCite \textit{J. Serroyen} et al., J. Appl. Stat. 37, No. 5, 833--846 (2010; Zbl 1511.62374) Full Text: DOI Link
Molenberghs, Geert; Verbeke, Geert; Demétrio, Clarice G. B.; Vieira, Afrânio M. C. A family of generalized linear models for repeated measures with normal and conjugate random effects. (English) Zbl 1329.62342 Stat. Sci. 25, No. 3, 325-347 (2010). MSC: 62J12 62P10 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., Stat. Sci. 25, No. 3, 325--347 (2010; Zbl 1329.62342) Full Text: DOI arXiv Euclid
Vangeneugden, Tony; Molenberghs, Geert; Laenen, Annouschka; Geys, Helena; Beunckens, Caroline; Sotto, Cristina Marginal correlation in longitudinal binary data based on generalized linear mixed models. (English) Zbl 1202.62080 Commun. Stat., Theory Methods 39, No. 19, 3540-3557 (2010). MSC: 62H20 62J12 62P10 PDFBibTeX XMLCite \textit{T. Vangeneugden} et al., Commun. Stat., Theory Methods 39, No. 19, 3540--3557 (2010; Zbl 1202.62080) Full Text: DOI Link
Pryseley, Assam; Tilahun, Abel; Alonso, Ariel; Molenberghs, Geert Using earlier measures in a longitudinal sequence as a potential surrogate for a later one. (English) Zbl 1464.62143 Comput. Stat. Data Anal. 54, No. 5, 1342-1354 (2010). MSC: 62-08 62P10 PDFBibTeX XMLCite \textit{A. Pryseley} et al., Comput. Stat. Data Anal. 54, No. 5, 1342--1354 (2010; Zbl 1464.62143) Full Text: DOI Link
Molenberghs, Geert; Kenward, Michael G. Semi-parametric marginal models for hierarchical data and their corresponding full models. (English) Zbl 1464.62133 Comput. Stat. Data Anal. 54, No. 2, 585-597 (2010). MSC: 62-08 62J12 62H12 62P10 PDFBibTeX XMLCite \textit{G. Molenberghs} and \textit{M. G. Kenward}, Comput. Stat. Data Anal. 54, No. 2, 585--597 (2010; Zbl 1464.62133) Full Text: DOI Link
Molenberghs, Geert; Kenward, Michael G.; Verbeke, Geert Discussion of “Likelihood inference for models with unobservables: another view”. (English) Zbl 1329.62341 Stat. Sci. 24, No. 3, 273-279 (2009). MSC: 62J12 62F10 62F15 62G08 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., Stat. Sci. 24, No. 3, 273--279 (2009; Zbl 1329.62341) Full Text: DOI arXiv Euclid
Ibrahim, Joseph G.; Molenberghs, Geert Missing data methods in longitudinal studies: a review. (English) Zbl 1203.62193 Test 18, No. 1, 1-43 (2009). MSC: 62P10 62J99 62J05 65C60 PDFBibTeX XMLCite \textit{J. G. Ibrahim} and \textit{G. Molenberghs}, Test 18, No. 1, 1--43 (2009; Zbl 1203.62193) Full Text: DOI Link
Laenen, Annouschka; Alonso, Ariel; Molenberghs, Geert; Vangeneugden, Tony Reliability of a longitudinal sequence of scale ratings. (English) Zbl 1284.62721 Psychometrika 74, No. 1, 49-64 (2009). MSC: 62P15 PDFBibTeX XMLCite \textit{A. Laenen} et al., Psychometrika 74, No. 1, 49--64 (2009; Zbl 1284.62721) Full Text: DOI Link
Beunckens, Caroline; Sotto, Cristina; Molenberghs, Geert A simulation study comparing weighted estimating equations with multiple imputation based estimating equations for longitudinal binary data. (English) Zbl 1452.62795 Comput. Stat. Data Anal. 52, No. 3, 1533-1548 (2008). MSC: 62P10 62D05 62-08 PDFBibTeX XMLCite \textit{C. Beunckens} et al., Comput. Stat. Data Anal. 52, No. 3, 1533--1548 (2008; Zbl 1452.62795) Full Text: DOI Link
Molenberghs, Geert; Verbeke, Geert; Demétrio, Clarice G. B. An extended random-effects approach to modeling repeated, overdispersed count data. (English) Zbl 1331.62363 Lifetime Data Anal. 13, No. 4, 513-531 (2007). MSC: 62J12 62P10 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., Lifetime Data Anal. 13, No. 4, 513--531 (2007; Zbl 1331.62363) Full Text: DOI
Faes, Christel; Geys, Helena; Aerts, Marc; Molenberghs, Geert A hierarchical modeling approach for risk assessment in developmental toxicity studies. (English) Zbl 1157.62533 Comput. Stat. Data Anal. 51, No. 3, 1848-1861 (2006). MSC: 62P10 62F15 PDFBibTeX XMLCite \textit{C. Faes} et al., Comput. Stat. Data Anal. 51, No. 3, 1848--1861 (2006; Zbl 1157.62533) Full Text: DOI
Jansen, Ivy; Beunckens, Caroline; Molenberghs, Geert; Verbeke, Geert; Mallinckrodt, Craig Analyzing incomplete discrete longitudinal clinical trial data. (English) Zbl 1426.62316 Stat. Sci. 21, No. 1, 52-69 (2006). MSC: 62P10 62J12 PDFBibTeX XMLCite \textit{I. Jansen} et al., Stat. Sci. 21, No. 1, 52--69 (2006; Zbl 1426.62316) Full Text: DOI arXiv Euclid
Jansen, Ivy; Molenberghs, Geert; Aerts, Marc; Thijs, Herbert; Van Steen, Kristel A local influence approach applied to binary data from a psychiatric study. (English) Zbl 1210.62169 Biometrics 59, No. 2, 410-419 (2003). MSC: 62P10 92C50 PDFBibTeX XMLCite \textit{I. Jansen} et al., Biometrics 59, No. 2, 410--419 (2003; Zbl 1210.62169) Full Text: DOI Link
Renard, Didier; Molenberghs, Geert; Geys, Helena A pairwise likelihood approach to estimation in multilevel probit models. (English) Zbl 1429.62324 Comput. Stat. Data Anal. 44, No. 4, 649-667 (2003). MSC: 62J12 62F10 62F12 PDFBibTeX XMLCite \textit{D. Renard} et al., Comput. Stat. Data Anal. 44, No. 4, 649--667 (2003; Zbl 1429.62324) Full Text: DOI
Claeskens, Gerda; Aerts, Marc; Molenberghs, Geert A quadratic bootstrap method and improved estimation in logistic regression. (English) Zbl 1038.62033 Stat. Probab. Lett. 61, No. 4, 383-394 (2003). MSC: 62F40 62J12 62F10 PDFBibTeX XMLCite \textit{G. Claeskens} et al., Stat. Probab. Lett. 61, No. 4, 383--394 (2003; Zbl 1038.62033) Full Text: DOI
De Ketelaere, Bart; Lammertyn, Jeroen; Molenberghs, Geert; Nicolaï, Bart; De Baerdemaeker, Josse Statistical models for analyzing repeated quality measurements of horticultural products. Model evaluations and practical example. (English) Zbl 1051.62119 Math. Biosci. 185, No. 2, 169-189 (2003). MSC: 62P30 PDFBibTeX XMLCite \textit{B. De Ketelaere} et al., Math. Biosci. 185, No. 2, 169--189 (2003; Zbl 1051.62119) Full Text: DOI
Fitzmaurice, Garrett M.; Lipsitz, Stuart R.; Molenberghs, Geert; Ibrahim, Joseph G. Bias in estimating association parameters for longitudinal binary responses with drop-outs. (English) Zbl 1209.62219 Biometrics 57, No. 1, 15-21 (2001). MSC: 62N02 62P10 PDFBibTeX XMLCite \textit{G. M. Fitzmaurice} et al., Biometrics 57, No. 1, 15--21 (2001; Zbl 1209.62219) Full Text: DOI
Lipsitz, Stuart R.; Molenberghs, Geert; Fitzmaurice, Garrett M.; Ibrahim, Joseph GEE with Gaussian estimation of the correlations when data are incomplete. (English) Zbl 1060.62537 Biometrics 56, No. 2, 528-536 (2000). MSC: 62J12 62P10 PDFBibTeX XMLCite \textit{S. R. Lipsitz} et al., Biometrics 56, No. 2, 528--536 (2000; Zbl 1060.62537) Full Text: DOI
Geys, Helena; Molenberghs, Geert; Lipsitz, Stuart A note on the comparison of pseudo-liklihood and generalized estimating equations for marginally specified odds ratio models with exchangeable association structure. (English) Zbl 0940.62065 J. Stat. Comput. Simulation 62, No. 1-2, 45-71 (1998). MSC: 62J12 62H12 PDFBibTeX XMLCite \textit{H. Geys} et al., J. Stat. Comput. Simulation 62, No. 1--2, 45--71 (1998; Zbl 0940.62065) Full Text: DOI
Lapp, Krista; Molenberghs, Geert; Lesaffre, Emmanuel Models for the association between ordinal variables. (English) Zbl 1042.62557 Comput. Stat. Data Anal. 28, No. 4, 387-411 (1998). MSC: 62H20 PDFBibTeX XMLCite \textit{K. Lapp} et al., Comput. Stat. Data Anal. 28, No. 4, 387--411 (1998; Zbl 1042.62557) Full Text: DOI
Molenberghs, Geert; Declerck, Lieven; Aerts, Marc Misspecifying the likelihood for clustered binary data. (English) Zbl 1042.62620 Comput. Stat. Data Anal. 26, No. 3, 327-349 (1998). MSC: 62P10 62F10 PDFBibTeX XMLCite \textit{G. Molenberghs} et al., Comput. Stat. Data Anal. 26, No. 3, 327--349 (1998; Zbl 1042.62620) Full Text: DOI
Lesaffre, Emmanuel; Molenberghs, Geert; Scheys, Ilse Prediction and classification when the diagnostic classes are related. (English) Zbl 0900.62593 Comput. Stat. Data Anal. 25, No. 1, 67-90 (1997). MSC: 62P10 65C99 PDFBibTeX XMLCite \textit{E. Lesaffre} et al., Comput. Stat. Data Anal. 25, No. 1, 67--90 (1997; Zbl 0900.62593) Full Text: DOI
Lesaffre, Emmanuel; Verbeke, Geert; Molenberghs, Geert A sensitivity analysis of two multivariate response models. (English) Zbl 0937.62646 Comput. Stat. Data Anal. 17, No. 4, 363-391 (1994). MSC: 62P10 PDFBibTeX XMLCite \textit{E. Lesaffre} et al., Comput. Stat. Data Anal. 17, No. 4, 363--391 (1994; Zbl 0937.62646) Full Text: DOI