Model-based Recursive Partitioning for Subgroup Analyses

Article, Preprint English OPEN
Seibold, Heidi ; Zeileis, Achim ; Hothorn, Torsten (2016)

The identification of patient subgroups with differential treatment effects is the first step towards individualised treatments. A current draft guideline by the EMA discusses potentials and problems in subgroup analyses and formulated challenges to the development of a... View more
  • References (48)
    48 references, page 1 of 5

    Atassi N, Berry J, Shui A, Zach N, Sherman A, Sinani E, Walker J, Katsovskiy I, Schoenfeld D, Cudkowicz M, Leitner M (2014). \The PRO-ACT Database: Design, Initial Analyses, and Predictive Features." Neurology, 83(19), 1719{1725. doi:10.1212/wnl. 0000000000000951.

    Bai J, Perron P (2003). \Computation and Analysis of Multiple Structural Change Models." Journal of Applied Econometrics, 18(1), 1{22.

    Bernardo JM, Bayarri MJ, Berger JO, Dawid AP, Heckerman D, Smith AFM, West M (2003). \Bayesian Treed Generalized Linear Models." In Bayesian Statistics 7: Proceedings of the Seventh Valencia International Meeting, p. 85. Oxford University Press.

    Brooks BR, Sanjak M, Ringel S, England J, Brinkmann J, Pestronk A, Florence J, Mitsumoto H, Szirony K, Wittes J, Charatan M, Stambler N, Cedarbaum JM (1996). \The Amyotrophic Lateral Sclerosis Functional Rating Scale { Assessment of Activities of Daily Living in Patients with Amyotrophic Lateral Sclerosis." Archives of Neurology, 53(2), 141{ 147. doi:10.1001/archneur.1996.00550020045014.

    Chan KY, Loh WY (2004). \LOTUS: An Algorithm for Building Accurate and Comprehensible Logistic Regression Trees." Journal of Computational and Graphical Statistics, 13(4), 826{852. doi:10.1198/106186004x13064.

    Chio A, Logroscino G, Hardiman O, Swingler R, Mitchell D, Beghi E, Traynor BG, On Behalf of the Eurals Consortium (2009). \Prognostic Factors in ALS: A Critical Review." Amyotrophic Lateral Sclerosis, 10(5-6), 310{323. doi:10.3109/17482960802566824.

    Chipman HA, George EI, McCulloch RE (2002). \Bayesian Treed Models." Machine Learning, 48(1-3), 299{320. ISSN 0885-6125. doi:10.1023/a:1013916107446.

    Ciampi A, Negassa A, Lou Z (1995). \Tree-Structured Prediction for Censored Survival-Data and the Cox Model." Journal of Clinical Epidemiology, 48(5), 675{689. doi:10.1016/ 0895-4356(94)00164-l.

    Doove LL, Dusseldorp E, Van Deun K, Van Mechelen I (2014). \A Comparison of Five Recursive Partitioning Methods to Find Person Subgroups Involved in Meaningful TreatmentSubgroup Interactions." Advances in Data Analysis and Classi cation, 8(4), 403{425. doi: 10.1007/s11634-013-0159-x.

    Dusseldorp E, Doove L, Van Mechelen I (2013). quint: Qualitative Interaction Trees. R package version 1.0, URL https://CRAN.R-project.org/package=quint.

  • Related Research Results (1)
  • Metrics
    No metrics available
Share - Bookmark