The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.
Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent
Open accessAbstract
We introduce a pathwise algorithm for the Cox proportional hazards model, regularized by convex combinations of l1 and l2 penalties (elastic net). Our algorithm fits via cyclical coordinate descent, and employs warm starts to find a solution along a regularization path. We demonstrate the efficacy of our algorithm on real and simulated data sets, and find considerable speedup between our algorithm and competing methods.
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Citations
Cites
Regression shrinkage and selection via the lasso
Tibshirani, R. (1996) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1996.tb02080.x · Cited by 51,482
Self-citation
Cited by
Clinical and biological implications of driver mutations in myelodysplastic syndromes
Papaemmanuil, E., Gerstung, M., Malcovati, L., Tauro, S., Gundem, G., Van Loo, P., Yoon, C. J., Ellis, P., Wedge, D. C., Pellagatti, A., et al. (2013) · Blood · doi:10.1182/blood-2013-08-518886 · Cited by 1,832
DeepTox: toxicity prediction using deep learning
Mayr, A., Klambauer, G., Unterthiner, T., & Hochreiter, S. (2016) · Frontiers in Environmental Science · doi:10.3389/fenvs.2015.00080 · Cited by 1,081
Yu, K.-H., Zhang, C., Berry, G. J., Altman, R. B., Ré, C., Rubin, D. L., & Snyder, M. (2016) · Nature Communications · doi:10.1038/ncomms12474 · Cited by 972
A 17-gene stemness score for rapid determination of risk in acute leukaemia
Ng, S. W. K., Mitchell, A., Kennedy, J. A., Chen, W. C., McLeod, J., Ibrahimova, N., Arruda, A., Popescu, A., Gupta, V., Schimmer, A. D., et al. (2016) · Nature · doi:10.1038/nature20598 · Cited by 912
Cardiac myosin activation with omecamtiv mecarbil in systolic heart failure
Teerlink, J. R., Diaz, R., Felker, G. M., McMurray, J. J. V., Metra, M., Solomon, S. D., Adams, K. F., Anand, I., Arias-Mendoza, A., Biering-Sørensen, T., et al. (2021) · New England Journal of Medicine · doi:10.1056/nejmoa2025797 · Cited by 656
Metadata
- Authors
- Simon, N., Friedman, J., Hastie, T., & Tibshirani, R.
- Venue
- Journal of Statistical Software
- Publisher
- Foundation for Open Access Statistic
- Published
- 2011
- Volume
- 39
- Issue
- 5
- Pages
- 1-13
- ISSN
- 1548-7660 (ISSN-L)
- OpenAlex
- W2157076315
- Cited by
- 2,499
- References
- 1
- FWCI
- 22.26
- Type
- journal article
- Language
- en
- Open access
- diamond
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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.
