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Multi-State Models for Panel Data: The msm Package for R

Citations

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Cited by:

  1. Mikkel Bojesen & Hans Skov-Petersen & Morten Gylling, 2013. "Forecasting the potential of Danish biogas production: spatial representation of Markov chains," IFRO Working Paper 2013/16, University of Copenhagen, Department of Food and Resource Economics.
  2. Alejandra Marroig, 2023. "Transitions across states with and without difficulties in performing activities of daily living and death: a longitudinal comparison of ten European countries," European Journal of Ageing, Springer, vol. 20(1), pages 1-12, December.
  3. Emily B Dennis & Byron J T Morgan & Stephen N Freeman & Martin S Ridout & Tom M Brereton & Richard Fox & Gary D Powney & David B Roy, 2017. "Efficient occupancy model-fitting for extensive citizen-science data," PLOS ONE, Public Library of Science, vol. 12(3), pages 1-17, March.
  4. Gaffney, Edward & Kelly, Robert & McCann, Fergal & Lyons, Paul, 2014. "Loan loss forecasting: a methodological overview," Economic Letters 13/EL/14, Central Bank of Ireland.
  5. Touraine, Célia & Gerds, Thomas A. & Joly, Pierre, 2017. "SmoothHazard: An R Package for Fitting Regression Models to Interval-Censored Observations of Illness-Death Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 79(i07).
  6. Morell, Joe & Rice, Jonathan & Shaw, Frances, 2022. "A Framework for Macroprudential Stress Testing," Research Technical Papers 7/RT/22, Central Bank of Ireland.
  7. Ferguson, Nicole & Datta, Somnath & Brock, Guy, 2012. "msSurv: An R Package for Nonparametric Estimation of Multistate Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 50(i14).
  8. Sokol, Rebeccah L. & Goldstick, Jason & Zimmerman, Marc A. & Muzik, Maria & Rosenblum, Katherine L. & Miller, Alison L., 2020. "Transitions into and out of post-traumatic stress among children involved in the child welfare system," Children and Youth Services Review, Elsevier, vol. 118(C).
  9. Qiu, Qinjing & Kawai, Reiichiro, 2022. "A decoupling principle for Markov-modulated chains," Statistics & Probability Letters, Elsevier, vol. 182(C).
  10. Hongwen Guo & Mo Zhang & Paul Deane & Randy E. Bennett, 2019. "Writing Process Differences in Subgroups Reflected in Keystroke Logs," Journal of Educational and Behavioral Statistics, , vol. 44(5), pages 571-596, October.
  11. Brett W. Jordan, 2016. "Behavior of multi-product mining firms," Working Papers 2016-08, Colorado School of Mines, Division of Economics and Business.
  12. Tsiropoulos, Vasilis, 2018. "A Vulnerability Analysis for Mortgaged Irish Households," Financial Stability Notes 2/FS/18, Central Bank of Ireland.
  13. Bartolucci, Francesco & Montanari, Giorgio E. & Pandolfi, Silvia, 2015. "Three-step estimation of latent Markov models with covariates," Computational Statistics & Data Analysis, Elsevier, vol. 83(C), pages 287-301.
  14. Sarrias, Mauricio, 2016. "Discrete Choice Models with Random Parameters in R: The Rchoice Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 74(i10).
  15. McCann, Fergal, 2014. "Modelling default transitions in the UK mortgage market," Research Technical Papers 18/RT/14, Central Bank of Ireland.
  16. Gaffney, Edward & McCann, Fergal, 2018. "The cyclicality in SICR: mortgage modelling under IFRS 9," Research Technical Papers 16/RT/18, Central Bank of Ireland.
  17. Hal Caswell & Silke van Daalen, 2021. "Healthy longevity from incidence-based models: More kinds of health than stars in the sky," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 45(13), pages 397-452.
  18. Jackson, Christopher, 2016. "flexsurv: A Platform for Parametric Survival Modeling in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 70(i08).
  19. Sarrias, Mauricio & Daziano, Ricardo, 2017. "Multinomial Logit Models with Continuous and Discrete Individual Heterogeneity in R: The gmnl Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 79(i02).
  20. Michael Crowther & Paul Lambert, 2016. "Multistate survival analysis in Stata," United Kingdom Stata Users' Group Meetings 2016 02, Stata Users Group.
  21. Ardo van den Hout & Ekaterina Ogurtsova & Jutta Gampe & Fiona Matthews, 2014. "Investigating healthy life expectancy using a multi-state model in the presence of missing data and misclassification," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 30(42), pages 1219-1244.
  22. Araújo, Artur & Meira-Machado, Luís & Roca-Pardiñas, Javier, 2014. "TPmsm: Estimation of the Transition Probabilities in 3-State Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 62(i04).
  23. Gaffney, Edward & Kelly, Robert & McCann, Fergal, 2014. "A transitions-based framework for estimating expected credit losses," Research Technical Papers 16/RT/14, Central Bank of Ireland.
  24. Vernon T. Farewell & Li Su & Christopher Jackson, 2019. "Partially hidden multi-state modelling of a prolonged disease state defined by a composite outcome," Lifetime Data Analysis: An International Journal Devoted to Statistical Methods and Applications for Time-to-Event Data, Springer, vol. 25(4), pages 696-711, October.
  25. Michael H. Birnbaum & Lucy Wan, 2020. "MARTER: Markov True and Error model of drifting parameters," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 15(1), pages 47-73, January.
  26. Tsiropoulos, Vasilis, 2018. "A Vulnerability Analysis for Mortgaged Irish Households," Financial Stability Notes 02-18, Central Bank of Ireland.
  27. Piccarreta, Raffaella & Bonetti, Marco, 2019. "Assessing and comparing models for sequence data by microsimulation (with Supplementary Material)," SocArXiv 3mcfp, Center for Open Science.
  28. Eva C. Enders & Colin Charles & Douglas A. Watkinson & Colin Kovachik & Douglas R. Leroux & Henry Hansen & Mark A. Pegg, 2019. "Analysing Habitat Connectivity and Home Ranges of Bigmouth Buffalo and Channel Catfish Using a Large-Scale Acoustic Receiver Network," Sustainability, MDPI, vol. 11(11), pages 1-17, May.
  29. Jordan, Brett W, 2017. "Companions and competitors: Joint metal-supply relationships in gold, silver, copper, lead and zinc mines," Resource and Energy Economics, Elsevier, vol. 49(C), pages 233-250.
  30. João Costa Freitas & Alberto Adrego Pinto & Óscar Felgueiras, 2024. "Game Theory for Predicting Stocks’ Closing Prices," Mathematics, MDPI, vol. 12(17), pages 1-49, August.
  31. Kelly, Robert & O'Malley, Terence, 2014. "A Transitions-Based Model of Default for Irish Mortgages," Research Technical Papers 17/RT/14, Central Bank of Ireland.
  32. Blaser, Nello & Vizcaya, Luisa Salazar & Estill, Janne & Zahnd, Cindy & Kalesan, Bindu & Egger, Matthias & Gsponer, Thomas & Keiser, Olivia, 2015. "gems: An R Package for Simulating from Disease Progression Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 64(i10).
  33. Pauhofová, Iveta & Želinský, Tomáš, 2017. "On the Regional Convergence of Income at District Level in Slovakia," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 65(10), pages 918-934.
  34. Alexandra Grand & Regina Dittrich & Brian Francis, 2015. "Markov models of dependence in longitudinal paired comparisons: an application to course design," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 99(2), pages 237-257, April.
  35. Gaffney, Edward & McCann, Fergal, 2019. "The cyclicality in SICR: mortgage modelling under IFRS 9," ESRB Working Paper Series 92, European Systemic Risk Board.
  36. Ardo Hout & Graciela Muniz-Terrera, 2019. "Hidden three-state survival model for bivariate longitudinal count data," Lifetime Data Analysis: An International Journal Devoted to Statistical Methods and Applications for Time-to-Event Data, Springer, vol. 25(3), pages 529-545, July.
  37. Muhammad Naveed Jamil & Khadija Shahzad & Aliya Jabeen, 2023. "General Diagnostic Test For Sustainable Economic Growth Multi Dependent Panels: A Study Of Pak-Us Trade," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 12(2), pages 332-338.
  38. Sharples, Linda D., 2018. "The role of statistics in the era of big data: Electronic health records for healthcare research," Statistics & Probability Letters, Elsevier, vol. 136(C), pages 105-110.
  39. Kelly, Robert & O’Malley, Terence, 2016. "The good, the bad and the impaired: A credit risk model of the Irish mortgage market," Journal of Financial Stability, Elsevier, vol. 22(C), pages 1-9.
  40. Jamie C. Moore & Gabriele B. Durrant & Peter W. F. Smith, 2021. "Do coefficients of variation of response propensities approximate non‐response biases during survey data collection?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(1), pages 301-323, January.
  41. Joyce, John & McCann, Fergal, 2016. "Model-based estimates of the resilience of mortgages at origination," Economic Letters 09/EL/16, Central Bank of Ireland.
  42. W. Lee, 2014. "Historical global analysis of occurrences and human casualty of extreme temperature events (ETEs)," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 70(2), pages 1453-1505, January.
  43. Rammer, Christian & Schubert, Torben, 2018. "Concentration on the few: mechanisms behind a falling share of innovative firms in Germany," Research Policy, Elsevier, vol. 47(2), pages 379-389.
  44. Jan Bulla & Roland Langrock & Antonello Maruotti, 2019. "Guest editor’s introduction to the special issue on “Hidden Markov Models: Theory and Applications”," METRON, Springer;Sapienza Università di Roma, vol. 77(2), pages 63-66, August.
  45. Król, Agnieszka & Saint-Pierre, Philippe, 2015. "SemiMarkov: An R Package for Parametric Estimation in Multi-State Semi-Markov Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 66(i06).
  46. Belén García-Mora & Cristina Santamaría & Gregorio Rubio, 2020. "A Phase-Type Distribution for the Sum of Two Concatenated Markov Processes Application to the Analysis Survival in Bladder Cancer," Mathematics, MDPI, vol. 8(12), pages 1-15, November.
  47. Wood, Kevin A. & Hilton, Geoff M. & Newth, Julia L. & Rees, Eileen C., 2019. "Seasonal variation in energy gain explains patterns of resource use by avian herbivores in an agricultural landscape: Insights from a mechanistic model," Ecological Modelling, Elsevier, vol. 409(C), pages 1-1.
  48. Lizbeth Naranjo & Luz Judith R. Esparza & Carlos J. Pérez, 2020. "A Hidden Markov Model to Address Measurement Errors in Ordinal Response Scale and Non-Decreasing Process," Mathematics, MDPI, vol. 8(4), pages 1-12, April.
  49. Spitoni Cristian & Verduijn Marion & Putter Hein, 2012. "Estimation and Asymptotic Theory for Transition Probabilities in Markov Renewal Multi-State Models," The International Journal of Biostatistics, De Gruyter, vol. 8(1), pages 1-39, August.
  50. Sy-Miin Chow & Guangjian Zhang, 2013. "Nonlinear Regime-Switching State-Space (RSSS) Models," Psychometrika, Springer;The Psychometric Society, vol. 78(4), pages 740-768, October.
  51. Zehra Önen Dumlu & Serpil Sayın & İbrahim Hakan Gürvit, 2023. "Screening for preclinical Alzheimer’s disease: Deriving optimal policies using a partially observable Markov model," Health Care Management Science, Springer, vol. 26(1), pages 1-20, March.
  52. Franck Maunoury & Christian Farinetto & Stéphane Ruckly & Jeremy Guenezan & Jean-Christophe Lucet & Alain Lepape & Julien Pascal & Bertrand Souweine & Olivier Mimoz & Jean-François Timsit, 2018. "Cost-effectiveness analysis of chlorhexidine-alcohol versus povidone iodine-alcohol solution in the prevention of intravascular-catheter-related bloodstream infections in France," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-16, May.
  53. Alex Bottle & Chiara Maria Ventura & Kumar Dharmarajan & Paul Aylin & Francesca Ieva & Anna Maria Paganoni, 2018. "Regional variation in hospitalisation and mortality in heart failure: comparison of England and Lombardy using multistate modelling," Health Care Management Science, Springer, vol. 21(2), pages 292-304, June.
  54. Budhi Surya, 2021. "A new class of conditional Markov jump processes with regime switching and path dependence: properties and maximum likelihood estimation," Papers 2107.07026, arXiv.org.
  55. Lauren Scott & Chris Rogers, 2016. "Creating summary tables using the sumtable command," United Kingdom Stata Users' Group Meetings 2016 05, Stata Users Group.
  56. Linda Möstel & Marius Pfeuffer & Matthias Fischer, 2020. "Statistical inference for Markov chains with applications to credit risk," Computational Statistics, Springer, vol. 35(4), pages 1659-1684, December.
  57. Holendro Singh Chungkham & Robin S. Högnäs & Jenny Head & Paola Zaninotto & Hugo Westerlund, 2023. "Estimating Working Life Expectancy: A Comparison of Multistate Models," SAGE Open, , vol. 13(2), pages 21582440231, May.
  58. López-Ibáñez, Manuel & Dubois-Lacoste, Jérémie & Pérez Cáceres, Leslie & Birattari, Mauro & Stützle, Thomas, 2016. "The irace package: Iterated racing for automatic algorithm configuration," Operations Research Perspectives, Elsevier, vol. 3(C), pages 43-58.
  59. Biagini, Francesca & Groll, Andreas & Widenmann, Jan, 2013. "Intensity-based premium evaluation for unemployment insurance products," Insurance: Mathematics and Economics, Elsevier, vol. 53(1), pages 302-316.
  60. Cristian Preda & Quentin Grimonprez & Vincent Vandewalle, 2021. "Categorical Functional Data Analysis. The cfda R Package," Mathematics, MDPI, vol. 9(23), pages 1-31, November.
  61. Sy-Miin Chow & Lu Ou & Arridhana Ciptadi & Emily B. Prince & Dongjun You & Michael D. Hunter & James M. Rehg & Agata Rozga & Daniel S. Messinger, 2018. "Representing Sudden Shifts in Intensive Dyadic Interaction Data Using Differential Equation Models with Regime Switching," Psychometrika, Springer;The Psychometric Society, vol. 83(2), pages 476-510, June.
  62. Machado, Robson J.M. & van den Hout, Ardo & Marra, Giampiero, 2021. "Penalised maximum likelihood estimation in multi-state models for interval-censored data," Computational Statistics & Data Analysis, Elsevier, vol. 153(C).
  63. Francesco Grossetti & Francesca Ieva & Anna Maria Paganoni, 2018. "A multi-state approach to patients affected by chronic heart failure," Health Care Management Science, Springer, vol. 21(2), pages 281-291, June.
  64. Jain, Manisha & Rao, Anand B. & Patwardhan, Anand, 2018. "Appliance labeling and consumer heterogeneity: A discrete choice experiment in India," Applied Energy, Elsevier, vol. 226(C), pages 213-224.
  65. Shuang Huang & Chengcheng Hu & Melanie L. Bell & Dean Billheimer & Stefano Guerra & Denise Roe & Monica M. Vasquez & Edward J. Bedrick, 2018. "Regularized continuous‐time Markov Model via elastic net," Biometrics, The International Biometric Society, vol. 74(3), pages 1045-1054, September.
  66. Frans Willekens & Hein Putter, 2014. "Software for multistate analysis," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 31(14), pages 381-420.
  67. Sarrias, Mauricio, 2021. "A two recursive equation model to correct for endogeneity in latent class binary probit models," Journal of choice modelling, Elsevier, vol. 40(C).
  68. repec:idg:wpaper:awltfxmuxmqcvuzmm9ui is not listed on IDEAS
  69. Wildhaber, Mark L. & Albers, Janice L. & Green, Nicholas S. & Moran, Edward H., 2017. "A fully-stochasticized, age-structured population model for population viability analysis of fish: Lower Missouri River endangered pallid sturgeon example," Ecological Modelling, Elsevier, vol. 359(C), pages 434-448.
  70. Emanuel Krebs & Jeong E. Min & Elizabeth Evans & Libo Li & Lei Liu & David Huang & Darren Urada & Thomas Kerr & Yih-Ing Hser & Bohdan Nosyk, 2017. "Estimating State Transitions for Opioid Use Disorders," Medical Decision Making, , vol. 37(5), pages 483-497, July.
  71. repec:cup:judgdm:v:15:y:2020:i:1:p:47-73 is not listed on IDEAS
  72. Doris Vandeputte & Lindsey Commer & Raul Y. Tito & Gunter Kathagen & João Sabino & Séverine Vermeire & Karoline Faust & Jeroen Raes, 2021. "Temporal variability in quantitative human gut microbiome profiles and implications for clinical research," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
  73. Edmund Jones & David Epstein & Leticia García-Mochón, 2017. "A Procedure for Deriving Formulas to Convert Transition Rates to Probabilities for Multistate Markov Models," Medical Decision Making, , vol. 37(7), pages 779-789, October.
  74. Viet-Thi Tran & Raphaël Porcher & Isabelle Pane & Philippe Ravaud, 2022. "Course of post COVID-19 disease symptoms over time in the ComPaRe long COVID prospective e-cohort," Nature Communications, Nature, vol. 13(1), pages 1-6, December.
  75. Claire Williams & James D. Lewsey & Daniel F. Mackay & Andrew H. Briggs, 2017. "Estimation of Survival Probabilities for Use in Cost-effectiveness Analyses: A Comparison of a Multi-state Modeling Survival Analysis Approach with Partitioned Survival and Markov Decision-Analytic Mo," Medical Decision Making, , vol. 37(4), pages 427-439, May.
  76. Juan Eloy Ruiz-Castro & Mariangela Zenga, 2020. "A general piecewise multi-state survival model: application to breast cancer," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 29(4), pages 813-843, December.
  77. Guglielmo D'Amico & Stefania Scocchera & Loriano Storchi, 2021. "Randentropy: a software to measure inequality in random systems," Papers 2103.09107, arXiv.org.
  78. Lartey, Stella T. & Si, Lei & Otahal, Petr & de Graaff, Barbara & Boateng, Godfred O. & Biritwum, Richard Berko & Minicuci, Nadia & Kowal, Paul & Magnussen, Costan G. & Palmer, Andrew J., 2020. "Annual transition probabilities of overweight and obesity in older adults: Evidence from World Health Organization Study on global AGEing and adult health," Social Science & Medicine, Elsevier, vol. 247(C).
  79. Schaak, Henning & Musshoff, Oliver, 2018. "Grazing Adoption in Dairy Farming: A Multivariate Sample-Selection Approach," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 43(2), May.
  80. Kotas, Jakob & Ghate, Archis, 2018. "Bayesian learning of dose–response parameters from a cohort under response-guided dosing," European Journal of Operational Research, Elsevier, vol. 265(1), pages 328-343.
  81. International Monetary Fund, 2016. "Ireland: Financial Sector Assessment Program: Technical Note-Nonbank Sector Stability Analyses," IMF Staff Country Reports 2016/317, International Monetary Fund.
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