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Semiparametric Quantile Regression and Applications to Healthcare Data Analysis

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자료유형E-Book
개인저자Maidman, Adam.
단체저자명University of Minnesota. Statistics.
서명/저자사항Semiparametric Quantile Regression and Applications to Healthcare Data Analysis.
발행사항[S.l.] : University of Minnesota., 2018
발행사항Ann Arbor : ProQuest Dissertations & Theses, 2018
형태사항123 p.
소장본 주기School code: 0130.
ISBN9780438351325
일반주기 Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B.
Adviser: Lan Wang.
요약The ubiquity of healthcare data allows for complex analyses of a variety of topics ranging from healthcare cost to cognitive decline in dementia patients. Healthcare datasets are often highly skewed and heteroskedastic posing great challenges fo
요약Motivated by the Medical Expenditure Panel Survey containing data from individuals' medical providers and employers across the United States, we propose a new semiparametric procedure for predicting whether a patient will incur high medical expe
요약Next, we extend semiparametric quantile regression methodology to longitudinal studies with non-ignorable dropout. Dropout occurs when a patient leaves a study prior to its conclusion. Non-ignorable dropout occurs when the probability of dropout
요약Lastly, we turn our attention to the issue of analyzing very large datasets with a large number of covariates and sample size. Penalized quantile regression is often used to simultaneously select variables and estimate effects by fitting models
일반주제명Statistics.
언어영어
기본자료 저록Dissertation Abstracts International80-01B(E).
Dissertation Abstract International
대출바로가기http://www.riss.kr/pdu/ddodLink.do?id=T14999446

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