Estimation and Assessment of Markov Multistate Models with Intermittent Observations on Individuals
| dc.contributor.author | Lawless, Jerald F. | |
| dc.date.accessioned | 2016-10-24T16:00:19Z | |
| dc.date.available | 2016-10-24T16:00:19Z | |
| dc.date.issued | 2015-04 | |
| dc.description | The final publication: Lawless, J.F. and Nazeri Rad, N. (2015). Estimation and assessment of markov multistate models with intermittent observations on individuals. Lifetime Data Analysis, 21 (2), 160--179 is available at Springer via http://link.springer.com/article/10.1007/s10985-014-9310-z. DOI: 10.1007/s10985-014-9310-z | en |
| dc.description.abstract | Multistate models provide important methods of analysis for many life history processes, and this is an area where John Klein made numerous contributions. When individuals in a study group are observed continuously so that all transitions between states, and their times, are known, estimation and model checking is fairly straightforward. However, individuals in many studies are observed intermittently, and only the states occupied at the observation times are known. We review methods of estimation and assessment for Markov models in this situation. Numerical studies that show the effects of inter-observation times are provided, and new methods for assessing fit are given. An illustration involving viral load dynamics for HIV-positive persons is presented. | en |
| dc.description.sponsorship | Natural Sciences and Engineering Research Council of Canada || (JFL RGPIN 8597) | en |
| dc.identifier.uri | http://dx.doi.org/10.1007/s10985-014-9310-z | |
| dc.identifier.uri | http://hdl.handle.net/10012/11013 | |
| dc.language.iso | en | en |
| dc.publisher | Springer | en |
| dc.relation.ispartofseries | Lifetime Data Analysis;21 (2) | en |
| dc.subject | Goodness of fit | en |
| dc.subject | Maximum likelihood | en |
| dc.subject | Panel data | en |
| dc.subject | Prevalence probability | en |
| dc.subject | Relative efficiency | en |
| dc.subject | Transition intensity | en |
| dc.subject | Transition probability | en |
| dc.title | Estimation and Assessment of Markov Multistate Models with Intermittent Observations on Individuals | en |
| dc.title.alternative | Multistate Models with Intermittent Observation | en |
| dc.type | Article | en |
| dcterms.bibliographicCitation | Lawless, J. F., and N. Nazeri Rad. "Estimation and assessment of markov multistate models with intermittent observations on individuals." Lifetime data analysis 21.2 (2015): 160-179. | en |
| uws.contributor.affiliation1 | Faculty of Mathematics | en |
| uws.contributor.affiliation2 | Statistics and Actuarial Science | en |
| uws.peerReviewStatus | Reviewed | en |
| uws.scholarLevel | Faculty | en |
| uws.typeOfResource | Text | en |