國家衛生研究院 NHRI:Item 3990099045/1683
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    题名: Functional quasi-likelihood regression models with smooth random effects
    作者: Chiou, JM;Muller, HG;Wang, JL
    贡献者: Division of Biostatistics and Bioinformatics
    摘要: We propose a class of semiparametric functional regression models to describe the influence of vector-valued covariates on a sample of response curves. Each observed curve is viewed as the realization of a random process, composed of an overall mean function and random components. The finite dimensional covariates influence the random components of the eigenfunction expansion through single-index models that include unknown smooth link and variance functions. The parametric components of the single-index models are estimated via quasi-score estimating equations with link and variance functions being estimated nonparametrically. We obtain several basic asymptotic results. The functional regression models proposed are illustrated with the analysis of a data set consisting of egg laying curves for 1000 female Mediterranean fruit-flies (medflies).
    关键词: Statistics & Probability
    日期: 2003
    關聯: Journal of the Royal Statistical Society Series B: Statistical Methodology. 2003;65(Part. 2):405-423.
    Link to: http://dx.doi.org/10.1111/1467-9868.00393
    JIF/Ranking 2023: http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=NHRI&SrcApp=NHRI_IR&KeyISSN=1369-7412&DestApp=IC2JCR
    Cited Times(WOS): https://www.webofscience.com/wos/woscc/full-record/WOS:000182986800005
    Cited Times(Scopus): http://www.scopus.com/inward/record.url?partnerID=HzOxMe3b&scp=0038446322
    显示于类别:[丘政民(2000-2004)] 期刊論文

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