Joint Likelihood Estimation for Joint Modeling Survival and Multiple Longitudinal Processes

来源 :The 24th International Workshop on Matrices and Statistics(第 | 被引量 : 0次 | 上传用户:guo20
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
  Motivated from an empirical analysis of data collected by a smoking cession study,we propose a joint model (JM) of survival data and multiple longitudinal covariate pro-cesses, develop an estimation procedure for this model using likelihood-based approach,and further establish the consistency and asymptotic normality of the resulting estimate. Computation for the proposed likelihood-based approach in the joint modeling is particularly challenging since the estimation procedure involves numerical integration over multi-dimensional space for the random effects in the JM. Existing numerical inte-gration methods become ineffective or infeasible for the JM. We introduce a numerical integration method based on computer experimental designs for the JM. We conduct Monte Carlo simulation to examine the finite sample performance of the procedure and compare the new numerical integration method with existing ones. We further illustrate the proposed procedure via an empirical study of smoking cession data.
其他文献
  This study presents an improved sinh transformation for numerical evaluation of nearly singular 2D integrals over the eight-node second-order quadrilateral
会议
  The perforated silencers are widely used in practical applications.One may face great challenge to model and calculate the transmission loss(TL)of perforate
  A Mindlin pseudospectral plate element is constructed to perform static,dynamic,and wave propagation analyses of plate-like structures.Chebyshev polynomials
  Advances in controlled synthesis,processing,and tuning of the properties of organic conjugated polymers and peroskites have enabled significantly enhanced p
会议
  Bulk heterojunction(BHJ)polymer solar cells(PSCs)[1] have made significant progress in the past few years.Power conversion efficiency(PCE)of higher than 10%
会议
  Owing to the remarkable progress in the last two decades in supramolecular chemistry,one can now design and tailor a variety of beautiful nanostructures by
会议
  Plasmonic metamaterials composed of artificial structures in subwavelength scale exhibit a lot of unconventional properties for nano-photonics and nano-opti
  Charge-transport phenomena and photoinduced charge generation of organic semiconductors have potential applications in many electronic and optoelectronic de
  Over the past few yours,our group has focussed substantial effort on the solution-phase synthesis of transition metal chalcogenide nanostructures,particular
  The lasso (Tibshirani, 1996) is a popular shrinkage and selection method for linear regression. It minimizes the residual sum of squares subject to the sum
会议