SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
批准号:
6271478
负责人:
Joan G. Staniswalis
金额:
$9.07万
依托单位国家:
美国
项目类别:
财政年份:
1998
资助国家:
美国
项目状态:
已结题
起止时间:
1998-06-01 至 1999-05-31
中文摘要
研究目标的总方向是在以下方面取得进展:
为各种各样的应用和实验设计提供了
半参数替代流行的参数回归方法
用于数据分析。 方法提出了离散和
连续数据以及独立和相关的响应。 的
目的是研究:i)回归的非参数估计
函数时,解释变量是离散的,ii)估计
在剂量-反应实验中随时间观察到的剂量效应,以及
剂量和时间之间相互作用的非参数检测,iii)
条件指定分布中的估计
基于数据分析的决策和建议,
参数模型不可靠。 因此,需要
开发半参数模型与数据拟合的方法。 的
本提案中概述的基础研究工作包括:I)理论
工作,ii)计算机模拟以验证程序,以及iii)
半参数方法在生物医学数据中的应用,
弗吉尼亚联邦大学医学院的研究人员
弗吉尼亚州,德克萨斯大学医学博士。安德森癌症中心和眼睛
威斯康星州,麦迪逊大学研究所。 该项目还
包括本科生导师和社区外展
成分 数学系本科生
科学将协助研究项目和数学
为埃尔帕索地区的中学生设计的外展活动。
英文摘要
The overall thrust of the research objectives is to make progress towards
providing, for a wide variety of applications and experimental designs, a
semi-parametric alternative to the popular parametric regression methods
used in the analysis of data. Methodology is proposed for discrete and
continuous data as well as for independent and correlated responses. The
objectives are to study; i) nonparametric estimation of a regression
function when the explanatory variable is discrete, ii) estimation of the
dose effect given observations over time in a dose-response experiment, and
nonparametric detection of interactions between dose and time, iii)
estimation in conditionally specified distributions.
Decisions and recommendations based on data analysis using the wrong
parametric model are not reliable. Therein lies the need for the
development of methodology for fitting semiparametric models to data. The
basic research efforts outlined in this proposal include: I) theoretical
work, ii) computer simulations to validate the procedures, and iii)
application of the semiparametric methods to biomedical data obtained from
researchers at Virginia Commonwealth University - Medical College of
Virginia, The University of Texas M.D. Anderson Cancer Center, and The Eye
Institute of the University of Wisconsin, Madison. This project also
includes an undergraduate student mentorship and community outreach
component. Undergraduate students in the Department of Mathematical
Sciences will assist with the research projects and with mathematics
outreach activities designed for the El Paso area Middle School students.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
SCORE: Principal Differential Analysis with Covariates for Functional Data
-
批准号:7940480
-
项目类别:
-
资助金额:$11.21万
-
财政年份:2010
-
负责人:Joan G. Staniswalis
-
依托单位:
SCORE: Principal Differential Analysis with Covariates for Functional Data
-
批准号:8325103
-
项目类别:
-
资助金额:$11.1万
-
财政年份:2010
-
负责人:Joan G. Staniswalis
-
依托单位:
SCORE: Principal Differential Analysis with Covariates for Functional Data
-
批准号:8136309
-
项目类别:
-
资助金额:$11.1万
-
财政年份:2010
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6656498
-
项目类别:
-
资助金额:$23.08万
-
财政年份:2002
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6659272
-
项目类别:
-
资助金额:$23.08万
-
财政年份:2002
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6502527
-
项目类别:
-
资助金额:$13.19万
-
财政年份:2001
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6504090
-
项目类别:
-
资助金额:$23.08万
-
财政年份:2001
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6352931
-
项目类别:
-
资助金额:$13.19万
-
财政年份:2000
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6325818
-
项目类别:
-
资助金额:$4.04万
-
财政年份:2000
-
负责人:Joan G. Staniswalis
-
依托单位:
BIOSTATISTICAL LAB: METHODOLOGY & CONSULTING
-
批准号:6358531
-
项目类别:
-
资助金额:$9.04万
-
财政年份:2000
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6107015
-
项目类别:
-
资助金额:$4.04万
-
财政年份:1999
-
负责人:Joan G. Staniswalis
-
依托单位:
A4C: BIOSTATISTICAL LAB: METHODOLOGY & CONSULTING
-
批准号:6122916
-
项目类别:
-
资助金额:$14.09万
-
财政年份:1999
-
负责人:Joan G. Staniswalis
-
依托单位:
BIOSTATISTICAL LAB: METHODOLOGY & CONSULTING
-
批准号:6221192
-
项目类别:
-
资助金额:$9.04万
-
财政年份:1999
-
负责人:Joan G. Staniswalis
-
依托单位:
A4C: BIOSTATISTICAL LAB: METHODOLOGY & CONSULTING
-
批准号:6282922
-
项目类别:
-
资助金额:$10.12万
-
财政年份:1998
-
负责人:Joan G. Staniswalis
-
依托单位:
SEMIPARAMETRIC REGRESSION TECHNIQUES FOR THE ANALYSIS OF BIOMEDICAL DATA
-
批准号:6239901
-
项目类别:
-
资助金额:$5.25万
-
财政年份:1997
-
负责人:Joan G. Staniswalis
-
依托单位:
BIOSTATISTIC LAB: NON PARAMETRIC SURVIVAL ANALYSIS & MATH PROBLEMS IN MOLEC BIOL
-
批准号:6253921
-
项目类别:
-
资助金额:$6.89万
-
财政年份:1997
-
负责人:Joan G. Staniswalis
-
依托单位:
MBRS PROGRAM
-
批准号:2167057
-
项目类别:
-
资助金额:$55.41万
-
财政年份:1977
-
负责人:Joan G. Staniswalis
-
依托单位:
MBRS PROGRAM
-
批准号:2167056
-
项目类别:
-
资助金额:$62.84万
-
财政年份:1977
-
负责人:Joan G. Staniswalis
-
依托单位:
MBRS PROGRAM AT THE UNIVERSITY OF TEXAS AT EL PASO
-
批准号:2167058
-
项目类别:
-
资助金额:$19.68万
-
财政年份:1977
-
负责人:Joan G. Staniswalis
-
依托单位:
MBRS PROGRAM
-
批准号:2167059
-
项目类别:
-
资助金额:$28.62万
-
财政年份:1977
-
负责人:Joan G. Staniswalis
-
依托单位:
海外基金