Software for multistate analysis
Frans Willekens,Hein Putter +1 more
TL;DR: Innovations in method, data, and computer technology have removed the traditional barriers to multistate modeling of life histories and the computation of informative lifecourse indicators.
read more
Abstract: Background: The growing interest in pathways, the increased availability of life-history data, innovations in statistical and demographic techniques, and advances in software technology have stimulated the development of software packages for multistate modeling of life histories. Objective: In the paper we list and briefly discuss several software packages for multistate analysis of life-history data. The packages cover the estimation of multistate models (transition rates and transition probabilities), multistate life tables, multistate population projections, and microsimulation. Methods: Brief description of software packages in a historical and comparative perspective. Results: During the past 10 years the advances in multistate modeling software have been impressive. New computational tools accompany the development of new methods in statistics and demography. The statistical theory of counting processes is the preferred method for the estimation of multistate models and R is the preferred programming platform. Conclusions: Innovations in method, data, and computer technology have removed the traditional barriers to multistate modeling of life histories and the computation of informative lifecourse indicators. The challenge ahead of us is to model and predict individual life histories.
read more
Chat with Paper
AI Agents for this Paper
Find similar papers on Google Scholar, PubMed and Arxiv
Write a critical review of this paper
Analyze citations of this paper to find unaddressed research gaps
Citations
The methods and materials of health expectancy
TL;DR: The concept of health expectancy is introduced, measures used to compute health expectancy, and methods of calculation are discussed, and the discussion of measures relates health expectancy to the concept of “health” and clarifies that values ofhealth expectancy depend on how “ health” is defined.
126
Estimation of life expectancies using continuous-time multi-state models.
TL;DR: Methods and new software for computing state-specific and marginal life expectancies given a fitted multi-state model with one death state and the new R package elect provides user-friendly functions to do the computation in the R software are introduced.
57
Poverty dynamics, poverty thresholds and mortality: An age-stage Markovian model.
TL;DR: It is found that individuals above all three thresholds have higher annual survival than those in poverty, especially for mid-ages to about age 80, and that dynamic heterogeneity in poverty and the transience of the poverty state is associated with income-related mortality disparities.
Exploring the sequential usage patterns of mobile Internet services based on Markov models
TL;DR: This study proposes a framework to model users’ mobile online behavior based on a multi-state model and a hidden Markov model and extracts typical sequential behavior patterns through clustering methods.
22
References
Years lived with disability (YLDs) for 1160 sequelae of 289 diseases and injuries 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010
Theo Vos,Abraham D. Flaxman,Mohsen Naghavi,Rafael Lozano,Catherine Michaud,Majid Ezzati,Kenji Shibuya,Joshua A. Salomon,Safa Abdalla,Victor Aboyans,Jerry Abraham,Ilana N. Ackerman,Rakesh Aggarwal,Stephanie Y. Ahn,Mohammed K. Ali,Mohammad A. AlMazroa,Miriam Alvarado,H. Ross Anderson,Laurie M. Anderson,Kathryn G. Andrews,Charles Atkinson,Larry M. Baddour,Adil N. Bahalim,Suzanne Barker-Collo,Lope H Barrero,David Bartels,María-Gloria Basáñez,Amanda J Baxter,Michelle L. Bell,Emelia J. Benjamin,Derrick A Bennett,Eduardo Bernabé,Kavi Bhalla,Bishal Bhandari,Boris Bikbov,Aref A. Bin Abdulhak,Gretchen L. Birbeck,James A. Black,Hannah Blencowe,Jed D. Blore,Fiona M. Blyth,Ian Bolliger,Audrey Bonaventure,Soufiane Boufous,Rupert R A Bourne,Michel Boussinesq,Tasanee Braithwaite,Carol Brayne,Lisa Bridgett,Simon Brooker,Peter Brooks,Traolach S. Brugha,Claire Bryan-Hancock,Chiara Bucello,Rachelle Buchbinder,Geoffrey Buckle,Christine M. Budke,Michael Burch,Peter Burney,Roy Burstein,Bianca Calabria,Benjamin L. Campbell,Charles E. Canter,Hélène Carabin,Jonathan R. Carapetis,Loreto Carmona,Claudia Cella,Fiona J Charlson,Honglei Chen,Andrew T. A. Cheng,David Chou,Sumeet S. Chugh,Luc E. Coffeng,Steven D. Colan,Samantha M. Colquhoun,K. Ellicott Colson,John R. Condon,Myles Connor,Myles Connor,Myles Connor,Leslie T. Cooper,Matthew A. Corriere,Monica Cortinovis,Karen Courville De Vaccaro,William G. Couser,Benjamin C Cowie,Michael H. Criqui,Marita Cross,Kaustubh Dabhadkar,Manu Dahiya,Nabila Dahodwala,James Damsere-Derry,Goodarz Danaei,Adrian Davis,Diego De Leo,Louisa Degenhardt,Robert P. Dellavalle,Allyne Delossantos,Julie O. Denenberg,Sarah Derrett,Don C. Des Jarlais,Samath D Dharmaratne,Samath D Dharmaratne,Mukesh Dherani,Cesar Diaz-Torne,Helen Dolk,E. Ray Dorsey,Tim Driscoll,Herbert C. Duber,Beth E. Ebel,Karen Edmond,Alexis Elbaz,S. Ali,Holly E. Erskine,Patricia J. Erwin,Patricia Espindola,Stalin E. Ewoigbokhan,Farshad Farzadfar,Valery L. Feigin,David T. Felson,Alize J. Ferrari,Cleusa P. Ferri,Eric M. Fèvre,Mariel M. Finucane,Seth Flaxman,Louise Flood,Kyle J Foreman,Mohammad H. Forouzanfar,F.G.R. Fowkes,Richard C. Franklin,Richard C. Franklin,Marlene Fransen,Michael Freeman,Belinda J. Gabbe,Sherine E. Gabriel,Emmanuela Gakidou,Hammad A. Ganatra,Bianca Garcia,Flavio Gaspari,Richard F. Gillum,Gerhard Gmel,Richard A. Gosselin,Rebecca Grainger,Justina Groeger,Francis Guillemin,David Gunnell,R Gupta,Juanita A. Haagsma,Holly Hagan,Yara A. Halasa,Wayne Hall,Diana Haring,Josep Maria Haro,James Harrison,Rasmus Havmoeller,Roderick J. Hay,Hideki Higashi,Christopher Hill,Bruno Hoen,Howard J. Hoffman,Peter J. Hotez,Damian G Hoy,John J Huang,Sydney E. Ibeanusi,Kathryn H. Jacobsen,Spencer L. James,Deborah Jarvis,Rashmi Jasrasaria,Sudha Jayaraman,Nicole E. Johns,Jost B. Jonas,Ganesan Karthikeyan,Nicholas J Kassebaum,Norito Kawakami,Andre Keren,Jon Paul Khoo,Charles H. King,Lisa M. Knowlton,Olive Kobusingye,Olive Kobusingye,Adofo Koranteng,Rita Krishnamurthi,Ratilal Lalloo,Laura L Laslett,Tim Lathlean,Janet L Leasher,Yong Yi Lee,James Leigh,Stephen S Lim,Elizabeth S Limb,John K Lin,Michael S Lipnick,Steven E. Lipshultz,Wei Liu,Maria Loane,Summer Lockett Ohno,Ronan A Lyons,Jixiang Ma,Jacqueline Mabweijano,Michael F. MacIntyre,Reza Malekzadeh,Leslie Mallinger,Sivabalan Manivannan,Wagner Marcenes,Lyn March,David J. Margolis,Guy B. Marks,Robin Marks,Akira Matsumori,Richard Matzopoulos,Richard Matzopoulos,Bongani M. Mayosi,John H. McAnulty,Mary M. McDermott,Neil McGill,John J. McGrath,María Elena Medina-Mora,Michele Meltzer,Ziad A. Memish,George A. Mensah,Tony R. Merriman,Ana-Claire Meyer,Valeria Miglioli,Matthew J. Miller,Ted R. Miller,Philip B. Mitchell,Ana Olga Mocumbi,Terrie E. Moffitt,Ali A. Mokdad,Lorenzo Monasta,Marcella Montico,Maziar Moradi-Lakeh,Andrew E. Moran,Lidia Morawska,Rintaro Mori,Michele E. Murdoch,Michael K Mwaniki,Kovin Naidoo,M. Nathan Nair,Luigi Naldi,K.M. Venkat Narayan,Paul K. Nelson,Robert G. Nelson,Michael C. Nevitt,Charles R. Newton,Sandra Nolte,Paul Norman,Rosana E. Norman,Martin O'Donnell,Simon J. O’Hanlon,Casey Olives,Saad B. Omer,Katrina F Ortblad,Richard H. Osborne,Doruk Ozgediz,Andrew Page,Bishnu Pahari,Jeyaraj D Pandian,Andrea Panozo Rivero,Scott B. Patten,Neil Pearce,Rogelio Perez Padilla,Fernando Perez-Ruiz,Norberto Perico,Konrad Pesudovs,David Phillips,Michael R. Phillips,Kelsey Pierce,Sébastien D. S. Pion,Guilherme V. Polanczyk,Suzanne Polinder,C. Arden Pope,Svetlana Popova,Esteban Porrini,Farshad Pourmalek,Martin Prince,Rachel L. Pullan,Kapa D. Ramaiah,Dharani Ranganathan,Homie Razavi,Mathilda Regan,Jürgen Rehm,David B. Rein,G. Remuzzi,Kathryn Richardson,Frederick P. Rivara,Thomas Roberts,Carolyn Robinson,Felipe Rodriguez De Leòn,Luca Ronfani,Robin Room,Lisa C. Rosenfeld,Lesley Rushton,Ralph L. Sacco,Sukanta Saha,Uchechukwu Sampson,Lidia Sanchez-Riera,Ella Sanman,David C. Schwebel,James Scott,Maria Segui-Gomez,Saeid Shahraz,Donald S. Shepard,Hwashin Shin,Rupak Shivakoti,Donald H. Silberberg,David Singh,Gitanjali M Singh,Jasvinder A. Singh,Jessica Singleton,David A. Sleet,Karen Sliwa,Emma Smith,Jennifer L. Smith,Nicolas J. C. Stapelberg,Andrew C Steer,Timothy J. Steiner,Wilma A. Stolk,Lars Jacob Stovner,Christopher R. Sudfeld,Sana Syed,Giorgio Tamburlini,Mohammad Tavakkoli,Hugh R. Taylor,Jennifer A. Taylor,William J. Taylor,Bernadette Thomas,W. Murray Thomson,George D. Thurston,Imad M. Tleyjeh,Marcello Tonelli,Jeffrey A. Towbin,Thomas Truelsen,Miltiadis K. Tsilimbaris,Clotilde Ubeda,Eduardo A. Undurraga,Marieke J. van der Werf,Jim van Os,Monica S. Vavilala,Narayanaswamy Venketasubramanian,Mengru Wang,Wenzhi Wang,Kerrianne Watt,David Weatherall,Martin A. Weinstock,Robert G. Weintraub,Marc G. Weisskopf,Myrna M. Weissman,Richard A. White,Harvey Whiteford,Steven T. Wiersma,James D. Wilkinson,Hywel C Williams,Sean R.M. Williams,Emma Witt,Frederick Wolfe,Anthony D. Woolf,Sarah Wulf,Pon Hsiu Yeh,Anita K. M. Zaidi,Zhi Jie Zheng,David Zonies,Alan D. Lopez,Christopher J L Murray +363 more
TL;DR: Prevalence and severity of health loss were weakly correlated and age-specific prevalence of YLDs increased with age in all regions and has decreased slightly from 1990 to 2010, but population growth and ageing have increased YLD numbers and crude rates over the past two decades.
8.5K
•Book
Modeling Survival Data: Extending the Cox Model
Terry M. Therneau,Patricia Grambsch +1 more
- 11 Aug 2000
TL;DR: A Cox Model-based approach was used to estimate the Survival and Hazard Functions and the results confirmed the need for further investigation into the role of natural disasters in shaping survival rates.
7.6K
Cox's Regression Model for Counting Processes: A Large Sample Study
TL;DR: In this article, the Cox regression model for censored survival data is extended to a model where covariate processes have a proportional effect on the intensity process of a multivariate counting process, allowing for complicated censoring patterns and time dependent covariates.
•Book
Statistical Models Based on Counting Processes
Per Kragh Andersen
- 16 Jul 1993
TL;DR: Statistical Models Based on Counting Processes (SBP) as discussed by the authors is a monograph for mathematical statisticians and biostatisticians, although almost all methods are given in sufficient detail to be used in practice by other mathematically oriented researchers studying event histories.
3K
Modeling Survival Data Extending The Cox Model
Anke Dreher
- 01 Jan 2016
TL;DR: Taylor & Francis makes every effort to ensure the accuracy of all the information (the "Content" contained in the publications on our platform as discussed by the authors, however, Taylor & Francis, our agents, and our licensors make no representations or warranties whatsoever as to the accuracy, completeness, or suitability for any purpose of the Content.
2.5K