JOURNAL ARTICLE

A Bayesian model for spatial partly interval-censored data

Chun PanBo Cai

Year: 2020 Journal:   Communications in Statistics - Simulation and Computation Vol: 51 (12)Pages: 7513-7525   Publisher: Taylor & Francis

Abstract

Partly interval-censored data often occur in cancer clinical trials and have been analyzed as right-censored data. Patients' geographic information sometimes is also available and can be useful in testing treatment effects and predicting survivorship. We propose a Bayesian semiparametric method for analyzing partly interval-censored data with areal spatial information under the proportional hazards model. A simulation study is conducted to compare the performance of the proposed method with the main method currently available in the literature and the traditional Cox proportional hazards model for right-censored data. The method is illustrated through a leukemia survival data set and a dental health data set. The proposed method will be especially useful for analyzing progression-free survival in multi-regional cancer clinical trials.

Keywords:
Proportional hazards model Bayesian probability Data set Statistics Computer science Interval (graph theory) Confidence interval Survival analysis Data mining Spatial analysis Econometrics Mathematics

Metrics

7
Cited By
1.72
FWCI (Field Weighted Citation Impact)
25
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Methods and Bayesian Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Health Systems, Economic Evaluations, Quality of Life
Social Sciences →  Economics, Econometrics and Finance →  Economics and Econometrics

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