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半参数技术在生物医学领域中的应用
引用本文:严少敏,吴光.半参数技术在生物医学领域中的应用[J].广西科学,2014,21(6):634-651.
作者姓名:严少敏  吴光
作者单位:广西科学院,非粮生物质酶解国家重点实验室,国家非粮生物质能源工程技术研究中心,广西生物质产业化工程院,广西生物炼制重点实验室,广西南宁 530007
基金项目:广西自然科学基金重点项目,广西科技创新能力与条件建设计划项目,广西人才小高地建设专项基金项目资助。
摘    要:近年来半参数技术越来越多地应用于生物特征的识别,相关研究成果(出版物)逐年增加。到目前为止,该技术已用于生物医学领域的各种研究,对此有必要对其应用情况进行及时总结,这将有助于对其发展趋势及应用有一个全面了解。本文综述了半参数技术在不同生物医学领域的应用,包括接受者操作特征(ROC)分析、生存和纵向分析、药代动力学和药效学、暴露研究、基因研究及其它研究领域。其中每一部分以对半参数技术背景的一般描述开始,进而介绍其适用情况,最后对不同的研究加以比较,使大家对半参数技术的应用背景、适用情况、与参数和非参数方法相比的优点以及在疾病诊断中的协变量有概念性认识。

关 键 词:数据分析  暴露研究  遗传研究  纵向分析  药效学  药代动力学  ROC分析  半参数方法  生存分析
收稿时间:2014/6/30 0:00:00

Application of Semiparametric Technique in Biomedical Fields
YAN Shao-min and WU Guang.Application of Semiparametric Technique in Biomedical Fields[J].Guangxi Sciences,2014,21(6):634-651.
Authors:YAN Shao-min and WU Guang
Institution:(State Key Laboratory of Non-food Biomass Enzyme Technology, National Engineering Re- search Center for Non-food Biorefinery,Guangxi Biomass Industrialization Engineering Institute,Guangxi Key Laboratory of Biorefinery,Guangxi Academy of Sciences, Nanning, Guangxi, 530007,China)
Abstract:Over recent years,semiparametric technique becomes to have more and more applica-tions in biometrics as evidenced in the number of publications per year.Therefore it is necessary and timely to review semiparametric technique’s applications in biomedical researches in order that we can get not only a whole picture on its development tendency but also some insights in-to its applications.In this review,we addressed the application of semiparametric technique in different biomedical fields,including receiver operating characteristic (ROC)analysis,survival and longitudinal analysis,pharmacokinetics and pharmacodynamics,exposure study,genetic study and other research fields.In each section,we started from general views on the back-ground of semiparametric technique,advanced to its applicable circumstances and finished with comparison studies,through which one would have a general view on the background of applica-tions,applicable cases,advantages in comparison with parametric and nonparametric tech-niques,and covariates in diseases,which can be applicable for semiparametric technique.
Keywords:data analysis  exposure study  genetic study  longitudinal analysis  pharmacodynam-ics  pharmacokinetics  ROC analysis  semiparametric technique  survival analysis
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