Joint modeling of longitudinal and time-to-event data: An overview
Publication
, Conference
Tsiatis, AA; Davidian, M
Published in: Statistica Sinica
July 1, 2004
A common objective in longitudinal studies is to characterize the relationship between a longitudinal response process and a time-to-event. Considerable recent interest has focused on so-called joint models, where models for the event time distribution and longitudinal data are taken to depend on a common set of latent random effects. In the literature, precise statement of the underlying assumptions typically made for these models has been rare. We review the rationale for and development of joint models, offer insight into the structure of the likelihood for model parameters that clarifies the nature of common assumptions, and describe and contrast some of our recent proposals for implementation and inference.
Duke Scholars
Published In
Statistica Sinica
ISSN
1017-0405
Publication Date
July 1, 2004
Volume
14
Issue
3
Start / End Page
809 / 834
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 0801 Artificial Intelligence and Image Processing
- 0199 Other Mathematical Sciences
- 0104 Statistics
Citation
APA
Chicago
ICMJE
MLA
NLM
Tsiatis, A. A., & Davidian, M. (2004). Joint modeling of longitudinal and time-to-event data: An overview. In Statistica Sinica (Vol. 14, pp. 809–834).
Tsiatis, A. A., and M. Davidian. “Joint modeling of longitudinal and time-to-event data: An overview.” In Statistica Sinica, 14:809–34, 2004.
Tsiatis AA, Davidian M. Joint modeling of longitudinal and time-to-event data: An overview. In: Statistica Sinica. 2004. p. 809–34.
Tsiatis, A. A., and M. Davidian. “Joint modeling of longitudinal and time-to-event data: An overview.” Statistica Sinica, vol. 14, no. 3, 2004, pp. 809–34.
Tsiatis AA, Davidian M. Joint modeling of longitudinal and time-to-event data: An overview. Statistica Sinica. 2004. p. 809–834.
Published In
Statistica Sinica
ISSN
1017-0405
Publication Date
July 1, 2004
Volume
14
Issue
3
Start / End Page
809 / 834
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 0801 Artificial Intelligence and Image Processing
- 0199 Other Mathematical Sciences
- 0104 Statistics