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Articles

Personalised treatment assignment maximising expected benefit with smooth hinge loss

, &
Pages 37-47 | Received 12 Mar 2017, Accepted 30 Apr 2017, Published online: 23 May 2017

References

  • Champion, V. L., Rawl, S. M., Bourff, S. A., Champion, K. M., Smith, L. G., Buchanan, A. H., … Skinner, C. S. (2016). Randomized trial of dvd, telephone, and usual care for increasing mammography adherence. Journal of Health Psychology, 21, 916–926.
  • Crits-Christoph, P., Siqueland, L., Blaine, J., Frank, A., Luborsky, L. S., Onken, L. S., … Beck, A. T. (1999). Psychosocial treatments for cocaine dependence. Archives of General Psychiatry, 56, 493–502.
  • Foster, J., Taylor, J., & Ruberg, S. (2011). Subgroup identification from randomized clinical trial data. Statistics in Medicine, 30, 2867–2880.
  • Friedman, J., Hastie, T., Höfling, H., & Tibshirani, R. (2007). Pathwise coordinate optimization. Annals of Applied Statistics, 1, 302–332.
  • Imai, K., & Ratkovic, M. (2013). Estimating treatment effect heterogeneity in randomized program evaluation. The Annals of Applied Statistics, 7, 443–470.
  • Kessler, R. C., van Loo, H. M., Wardenaar, K. J., Bossarte, R. M., Brenner, L. A., Ebert, D. D., … Zaslavsky, A. M. (2016). Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder. Epidemiology and Psychiatric Sciences, 26, 22–36.
  • Lee, C. K., Davies, L., Gebski, V. J., Lord, S. J., Di Leo, A., Johnston, S., … de Souza, P. (2016). Serum human epidermal growth factor 2 extracellular domain as a predictive biomarker for lapatinib treatment efficacy in patients with advanced breast cancer. Journal of Clinical Oncology, 34, 936–944.
  • Li, K.-C. (1991). Sliced inverse regression for dimension reduction. Journal of the American Statistical Association, 86, 316–327.
  • Qian, M., & Murphy, S. A. (2011). Performance guarantees for individualized treatment rules. The Annals of Statistics, 39, 1180–1210.
  • Rennie, J. D. M. (2005). Smooth hinge classification. Retrieved from http://people.csail.mit.edu/jrennie/writing
  • Su, X., Tsai, C.-L., Wang, H., Nickerson, D., & Li, B. (2009). Subgroup analysis via recursive partitioning. Journal of Machine Learning Research, 10, 141–158.
  • Ulloa-Montoya, F., Louahed, J., Dizier, B., Gruselle, O., Spiessens, B., Lehmann, F. F., … Brichard, V. G. (2013). Predictive gene signature in mage-a3 antigen-specific cancer immunotherapy. Journal of Clinical Oncology, 31, 2388–2395.
  • Xu, Y., Yu, M., Zhao, Y.-Q., Li, Q., Wang, S., & Shao, J. (2015). Regularized outcome weighted subgroup identification for differential treatment effects. Biometrics, 71, 645–653.
  • Zhao, S. G., Chang, S. L., Spratt, D. E., Erho, N., Yu, M., Ashab, H. A.-D., … Feng, F. Y. (2016). Development and validation of a 24-gene predictor of response to postoperative radiotherapy in prostate cancer: A matched, retrospective analysis. The Lancet Oncology, 17, 1612–1620.
  • Zhao, Y., Zeng, D., Rush, A. J., & Kosorok, M. R. (2012). Estimating individualized treatment rules using outcome weighted learning. Journal of the American Statistical Association, 107, 1106–1118.

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