The DOI matches its Crossref record; 3 of the 3 references it cites were found in a registry or an index.
Cross‐validation in survival analysis
Abstract
The predictive value of a statistical model is conceptually different from the explained variation. In this paper we construct a measure of the predictive value of the Cox proportional hazards model, computed from the leave‐one‐out regression coefficients. These coefficients can also be used to calculate a shrinkage factor which can be applied to improve the predictions and that can be used in R2‐type measures of the proportion of explained variation. Our methods are illustrated by a study of chemotherapy for advanced ovarian cancer.
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Citations
Cites
A note on a general definition of the coefficient of determination
NAGELKERKE, N. J. D. (1991) · Biometrika · doi:10.1093/biomet/78.3.691 · Cited by 5,927
The Relationship Between Variable Selection and Data Agumentation and a Method for Prediction
Allen, D. M. (1974) · Technometrics · doi:10.1080/00401706.1974.10489157 · Cited by 1,469
Regression, Prediction and Shrinkage
Copas, J. B. (1983) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1983.tb01258.x · Cited by 612
Cited by
L1Penalized Estimation in the Cox Proportional Hazards Model
Goeman, J. J. (2010) · Biometrical Journal · doi:10.1002/bimj.200900028 · Cited by 816
survcomp: an R/Bioconductor package for performance assessment and comparison of survival models
Schröder, M. S., Culhane, A. C., Quackenbush, J., & Haibe-Kains, B. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr511 · Cited by 470
Weimar, C., König, I. R., Kraywinkel, K., Ziegler, A., & Diener, H. C. (2004) · Stroke · doi:10.1161/01.str.0000106761.94985.8b · Cited by 415
Predicting functional outcome and survival after acute ischemic stroke
Weimar, C., Ziegler, A., König, I. R., & Diener, H.-C. (2002) · Journal of Neurology · doi:10.1007/s00415-002-0755-8 · Cited by 320
Predicting survival from microarray data—a comparative study
Bøvelstad, H. M., Nygård, S., Størvold, H. L., Aldrin, M., Borgan, Ø., Frigessi, A., & Lingjærde, O. C. (2007) · Bioinformatics · doi:10.1093/bioinformatics/btm305 · Cited by 318
Metadata
- Authors
- Verweij, P. J. M., & Van Houwelingen, H. C.
- Venue
- Statistics in Medicine
- Publisher
- Wiley
- Published
- 1993-12-30
- Volume
- 12
- Issue
- 24
- Pages
- 2305-2314
- ISSN
- 0277-6715 (ISSN-L)
- 1097-0258
- OpenAlex
- W2148773517
- Cited by
- 266
- References
- 3
- FWCI
- 6.02
- Type
- journal article
- Language
- en
- Open access
- closed
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- CoChat. (2026). Citation check: Cross‐validation in survival analysis. https://app.cochat.ai/papers/10.1002/sim.4780122407
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- Verweij, P. J. M., & Van Houwelingen, H. C. (1993). Cross‐validation in survival analysis. Statistics in Medicine. https://doi.org/10.1002/sim.4780122407
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Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
