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一类新型的最小功率散度估计量及其在癌症监测中的应用

A New Class of Minimum Power Divergence Estimators with Applications to Cancer Surveillance.

作者信息

Martín Nirian, Li Yi

机构信息

Dept. Statistics, Carlos III University of Madrid.

出版信息

J Multivar Anal. 2011 Sep 1;102(8):1175-1193. doi: 10.1016/j.jmva.2011.03.011.

DOI:10.1016/j.jmva.2011.03.011
PMID:22368308
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3285401/
Abstract

The Annual Percent Change (APC) has been adopted as a useful measure for analyzing the changing trends of cancer mortality and incidence rates by the NCI SEER program. Difficulties, however, arise when comparing the sample APCs between two overlapping regions because of the induced dependence (e.g., comparing the cancer mortality change rate of California with the national level). This paper deals with a new perspective of understanding the sample distribution of the test statistics for comparing the APCs between overlapping regions. Our proposal allows for computational readiness and easy interpretability. We further propose a more general family of estimators, namely, the so-called minimum power divergence estimators, including the maximum likelihood estimators as a special case. Our simulation experiments support the superiority of the proposed estimator to the conventional maximum likelihood estimator. The proposed method is illustrated by the analysis of the SEER cancer mortality rates observed from 1991 to 2006.

摘要

年度百分比变化(APC)已被美国国家癌症研究所监测、流行病学和最终结果(NCI SEER)计划用作分析癌症死亡率和发病率变化趋势的有用指标。然而,由于存在诱导依赖性(例如,比较加利福尼亚州的癌症死亡率变化率与全国水平),在比较两个重叠区域的样本APC时会出现困难。本文从一个新的视角来理解用于比较重叠区域APC的检验统计量的样本分布。我们的提议具备计算便利性和易于解释性。我们进一步提出了一个更通用的估计量族,即所谓的最小功率散度估计量,其中最大似然估计量是一个特殊情况。我们的模拟实验支持了所提出的估计量优于传统最大似然估计量。通过对1991年至2006年观察到的SEER癌症死亡率的分析来说明所提出的方法。

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引用本文的文献

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Multiple comparison of trends in cancer rates taking into account overlapping cases().考虑到重叠病例的癌症发病率趋势的多重比较()。
Underst Complex Syst. 2011;72:485-494. doi: 10.1007/978-3-642-20853-9_33.

本文引用的文献

1
A Weighted-Least-Squares Estimation Approach to Comparing Trends in Age-Adjusted Cancer Rates Across Overlapping Regions.一种用于比较重叠区域年龄调整癌症发病率趋势的加权最小二乘法估计方法。
J Data Sci. 2011 Oct 1;8(4):631-644.
2
Homogeneity/heterogeneity hypotheses for standardized mortality ratios based on minimum power-divergence estimators.基于最小幂散度估计量的标准化死亡比的同质性/异质性假设
Biom J. 2009 Oct;51(5):819-36. doi: 10.1002/bimj.200800158.
3
An age-stratified poisson model for comparing trends in cancer rates across overlapping regions.一种用于比较重叠区域癌症发病率趋势的年龄分层泊松模型。
Biom J. 2008 Aug;50(4):608-19. doi: 10.1002/bimj.200710430.
4
Comparing trends in cancer rates across overlapping regions.比较重叠区域的癌症发病率趋势。
Biometrics. 2008 Dec;64(4):1280-6. doi: 10.1111/j.1541-0420.2008.01002.x. Epub 2008 Mar 27.
5
Efficient interval estimation for age-adjusted cancer rates.年龄调整癌症发病率的有效区间估计。
Stat Methods Med Res. 2006 Dec;15(6):547-69. doi: 10.1177/0962280206070621.
6
Estimating average annual percent change for disease rates without assuming constant change.在不假设变化恒定的情况下估算疾病发病率的年均变化百分比。
Biometrics. 2006 Sep;62(3):847-54. doi: 10.1111/j.1541-0420.2006.00528.x.
7
Effects of the choice of age-adjustment method on maps of death rates.年龄调整方法的选择对死亡率地图的影响。
Stat Med. 1995;14(5-7):615-27. doi: 10.1002/sim.4780140519.