In reliability or survival analysis, the hazard function plays a significant part for it can display the instantaneous failure rate at any time point. In practice, the abrupt change in hazard function at an unknown time point may occur after a maintenance activity or major operation. Under these circumstances, identifying the change point and estimating the size of the change are meaningful. In this paper, we assume that the hazard function is piecewise constant with a single jump at an unknown time. We propose the single change-point model for interval-censored survival data with a cure fraction. Estimation methods for the proposed model are investigated, and large-sample properties of the estimators are established. Simulation studies are carried out to evaluate the performance of the estimating method. The liver cancer data and breast cancer data are analyzed as the applications.
机构:
Capital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R ChinaCapital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China
Hu, Tao
Xiang, Liming
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Nanyang Technol Univ, Sch Phys & Math Sci, Div Math Sci, Singapore 639798, SingaporeCapital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China
机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Lam, K. F.
Wong, Kin-Yau
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Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USAUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
机构:
Nanyang Technol Univ, Div Math Sci, Sch Phys & Math Sci, Singapore 637371, SingaporeNanyang Technol Univ, Div Math Sci, Sch Phys & Math Sci, Singapore 637371, Singapore
Ma, Xiangmei
Xiang, Liming
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Nanyang Technol Univ, Div Math Sci, Sch Phys & Math Sci, Singapore 637371, SingaporeNanyang Technol Univ, Div Math Sci, Sch Phys & Math Sci, Singapore 637371, Singapore