Partially Linear Single-index Proportional Hazards Model with Current Status Data

来源 :The 24th International Workshop on Matrices and Statistics(第 | 被引量 : 0次 | 上传用户:sdsxw
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
  We introduce a partially linear single-index proportional hazards model with current status data. We consider efficient estimations and effective algorithms in the model. We use polynomial splines to estimate both the cumulative baseline hazard function and the nonparametric link function with monotonicity constraint and with no such constraint, respectively. We propose a simultaneous sieve maximum likelihood estimation for regression parameters and nuisance parameters which are approximated by polynomial splines, and show that the resultant estimator of regression parameter vector is asymptotically normal and achieves the semiparametric information bound if the nonparametric link function is truly a spline. We conduct simulation studies to examine the finite sample performance of the proposed estimation method, and present an analysis of renal function recovery data for illustration.
其他文献
  My recent book Antieigenvalue Analysis , World-Scientific, 2012, presented the theory of antieigenvalues from its inception in 1966 up to 2010, and its appl
会议
  This is what I try to figure out in this talk.
会议
  Infections during pregnancy will increase womens risk of serious consequences. People have started to study the cohorts with safety data for vaccination dur
会议
  Model predictive control is a widely used industrial technique to deal with trajectory tracking problems in many process industry applications, as well as i
  Matrix computations form a core for many of the traditional multivariate statistical methods. Especially the matrix decompositions, such as singular value d
会议
  Different kinds of questionnaires are usually applied in a field of social sciences. The basic interest of these studies is often to reveal the underlying c
会议
  In high-dimensional settings, penalized least squares approach can lose its efficiency in both estimation and variable selection due to the existence of het
会议
  Late Professor Yanai has contributed to many fields ranging from aptitude diagnostics, epidemiology, and nursing to psychometrics and statistics. This paper
会议
A neuron receives thousands of synaptic inputs from its dendrite and integrates them to process information. Many experimental results demonstrate the dendritic
会议
Promoter strength, or activity, is important in genetic engineering and synthetic biology.A constitutive promoter with a certain strength for one given RNA can
会议