Nonparametric latency estimation for mixture cure models
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arXiv
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866916110348058624 |
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| author | López-Cheda, Ana Jácome, M. Amalia Cao, Ricardo |
| author_facet | López-Cheda, Ana Jácome, M. Amalia Cao, Ricardo |
| contents | A nonparametric latency estimator for mixture cure models is studied in this paper. An i.i.d. representation is obtained, the asymptotic mean squared error of the latency estimator is found, and its asymptotic normality is proven. A bootstrap bandwidth selection method is introduced and its efficiency is evaluated in a simulation study. The proposed methods are applied to a dataset of colorectal cancer patients in the University Hospital of A Coruña (CHUAC). |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2401_16954 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Nonparametric latency estimation for mixture cure models López-Cheda, Ana Jácome, M. Amalia Cao, Ricardo Methodology A nonparametric latency estimator for mixture cure models is studied in this paper. An i.i.d. representation is obtained, the asymptotic mean squared error of the latency estimator is found, and its asymptotic normality is proven. A bootstrap bandwidth selection method is introduced and its efficiency is evaluated in a simulation study. The proposed methods are applied to a dataset of colorectal cancer patients in the University Hospital of A Coruña (CHUAC). |
| title | Nonparametric latency estimation for mixture cure models |
| topic | Methodology |
| url | https://arxiv.org/abs/2401.16954 |