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• W3208523985 abstract "A survival tree can classify subjects into different survival prognostic groups. However, when data contains high-dimensional covariates, the two popular classification trees exhibit fatal drawbacks. The logrank tree is unstable and tends to have false nodes; the conditional inference tree is difficult to interpret the adjusted P-value for high-dimensional tests. Motivated by these problems, we propose a new survival tree based on the stabilized score tests. We propose a novel matrix-based algorithm in order to tests a number of nodes simultaneously via stabilized score tests. We propose a recursive partitioning algorithm to construct a survival tree and develop our original R package uni.survival.tree (https://cran.r-project.org/package=uni.survival.tree) for implementation. Simulations are performed to demonstrate the superiority of the proposed method over the existing methods. The lung cancer data analysis demonstrates the usefulness of the proposed method." @default.
• W3208523985 created "2021-11-08" @default.
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• W3208523985 date "2021-10-21" @default.
• W3208523985 modified "2023-09-26" @default.
• W3208523985 title "A survival tree based on stabilized score tests for high-dimensional covariates" @default.
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• W3208523985 doi "https://doi.org/10.1080/02664763.2021.1990224" @default.
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