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Joint regression analysis of marginal quantile and quantile association in longitudinal studies, with application to adolescent body mass index data / 程毅豪 研究員(2017.05.25)

  • 日期 : 2017/05/25
 時間 time

2017 年 5 月 25 日 週四 2:00 – 4:00 pm

地點 venue
中研院人社中心前3樓焦點團體室
Focus Group Room, 3F, RCHSS, Academia Sinica

題目 title
Joint regression analysis of marginal quantile and quantile association in longitudinal studies, with application to adolescent body mass index data

講者 speaker
程毅豪 研究員(中研院統計科學研究所)
Yi-Hau Chen (Research Fellow, Institute of Statistical Science, Academia Sinica)
Abstract:
This work proposes joint regression analysis of the marginal quantiles of longitudinal/clustered outcomes as well as the association between pairs of the outcomes, with the association measuring the tendency of concordance between pairs of the outcomes with respect to their marginal quantiles. The motivation comes from a longitudinal adolescent body mass index (BMI) study where both the marginal quantile regression of BMI, as well as the tendency that an adolescent with BMI higher than the 75th population quantile of BMI at some age would still have BMI higher than the 75th population quantile of BMI at some later age, are of interest. The new procedure generalizes the ‘alternative logistic regressions’ to marginal quantile regression, and extends the ‘quantile association regression’ to general analysis of longitudinal and clustered data. A novel bivariate induced smoothing technique is proposed for stable and efficient computation. The application to the longitudinal adolescent BMI study reveals the practical utility of our proposal. (Joint work with Drs. Chi-Chuan Yang (Academia Sinica) and Hsing-Yi Chang (National Health Research Institutes))
主辦單位 Organizer
中央研究院人社中心調查研究專題中心
Center for Survey Research, RCHSS, Academia Sinica

※ 本演講無需事先報名,自由入座。
聯絡人:謝小姐 srcsr@gate.sinica.edu.tw