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Semi-parametric Methods for Survival
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An Introduction to R: Software for Statistical Modelling and Computing Workshop (28 Feb - 2 Mar 2005) |
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Speaker: |
Petra Kuhnert, CSIRO, Cleveland, Australia |
Venue: |
CSD Lab 2 (S13-04-13) |
Files: |
Presentation slides..., Lab exercises..., Datasets..., R scripts... |
Monday, 28 Feb 2005 (Day 1) |
|
AN ELEMENTARY INTRODUCTION TO R |
|
08:30am - 09:00am |
Registration |
09:00am - 10:00am |
Whirlwind Tour of R |
10:00am - 10:15am |
--- Break --- |
10:15am - 11:15am |
R and the Tinn-R editor (includes demonstration) |
11:15am - 11:45am |
Tutorial |
11:45am - 12:30pm |
R objects |
12:30pm - 01:00pm |
Tutorial |
01:00pm - 02:00pm |
--- Break --- |
02:00pm - 03:30pm |
Graphics: an introduction (includes tutorial) |
03:30pm - 04:00pm |
--- Break --- |
04:00pm - 05:00pm |
Manipulating data |
05:00pm - 05:30pm |
Tutorial |
Tuesday, 1 Mar 2005 (Day 2) |
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STATISTICAL MODELLING AND GRAPHICS |
|
08:30am - 09:30am |
Classical linear models (includes tutorial) |
09:30am - 09:45am |
--- Break --- |
09:45am - 10:30am |
Non-linear regression (includes tutorial) |
10:30am - 11:00am |
--- Break --- |
11:00am - 12:00nn |
Generalized linear modelling and extensions (includes tutorial) |
12:00nn - 12:15pm |
--- Break --- |
12:15pm - 01:00pm |
Generalized additive models: an introduction (includes tutorial) |
01:00pm - 01:45pm |
--- Break --- |
01:45pm - 02:45pm |
Advanced graphics (includes tutorial) |
02:45pm - 03:00pm |
--- Break --- |
03:00pm - 03:45pm |
Importing and exporting |
03:45pm - 04:15pm |
--- Break --- |
04:15pm - 05:30pm |
Mixed effects models: an introduction (includes tutorial) |
Wednesday, 2 Mar 2005 (Day 3) |
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ADVANCED TOPICS |
|
09:00am - 10:30am |
Programming (includes tutorial) |
10:30am - 11:00am |
--- Break --- |
11:00am - 12:00nn |
Neural networks: an introduction ((includes tutorial) |
12:00nn - 01:00pm |
--- Break --- |
01:00pm - 02:00pm |
Tree-based models I: classification trees |
02:30pm - 03:00pm |
Tutorial |
03:00pm - 03:30pm |
--- Break --- |
03:30pm - 04:30pm |
Tree-based models II: regression trees and advanced topics |
04:30pm - 05:00pm |
Tutorial |
05:00pm - 05:30pm |
Review and feedback |
Venue: |
IMS Auditorium |
Thursday, 3 Mar 2005 |
|
10:00am - 11:00am |
Sample size and power of randomized
clinical trials |
11:00am ~ |
--- Tea Break --- |
Friday, 4 Mar 2005 |
|
10:00am - 11:00am |
Estimation of density for arbitrarily censored and
truncated data |
11:00am ~ |
--- Tea Break --- |
Week 1 · Week 2 · Week 3 · Week 4 · Week 5 · Week 8
Venue: |
IMS Auditorium |
Monday, 7 Mar 2005 |
|
09:30am - 10:30am |
First
hitting models and threshold regressions |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Local
polynomial regression analysis of longitudinal data |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Analysis of time to pregnancy |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Bayesian inference and computation for the Cox
regression model with missing covariates |
04:30pm - 04:45pm |
--- Tea Break --- |
04:45pm - 05:45pm |
An
old-new family of multivariate distributions for left
truncated and right censored data |
Tuesday, 8 Mar 2005 |
|
09:30am - 10:30am |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 1) |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 2) |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 3) |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 4) |
Wednesday, 9 Mar 2005 |
|
09:30am - 10:30am |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 5) |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 6) |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 7) |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Tutorial:
Bayesian methods for survival and longitudinal data
(Lecture 8) |
Thursday, 10 Mar 2005 |
|
09:00am - 10:00am |
Mark-specific hazard function modeling with application
to HIV vaccine efficacy trials |
10:00am - 10:30am |
--- Tea Break --- |
10:30am - 11:30am |
Nonparametric maximum likelihood inference for
change-point transformation models under right censoring |
Friday, 11 Mar 2005 |
|
10:00am - 11:00am |
Aging and degradation models for survival and
longitudinal data: state of the art |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Semiparametric models for survival and
longitudinal data : state of the art |
12:30pm - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Diagnostic plots and corrective adjustments for the
proportional hazards regression model |
03:00pm ~ |
--- Tea Break --- |
Week 1 · Week 2 · Week 3 · Week 4 · Week 5 · Week 8
Venue: |
IMS Auditorium |
Monday, 14 Mar 2005 |
|
10:00am - 11:00am |
Semiparametric models in survival analysis and quantile
regression |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Lifetime expectancy regression |
12:30pm - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Nonparametric estimation of the cumulative incidence
function for multiple events data |
03:00pm ~ |
--- Tea Break --- |
Wednesday, 16 Mar 2005 |
|
10:00am - 11:00am |
An
extended semiparametric transformation model with
non-susceptibility and heteroscedasticity |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Measles
metapopulation dynamics: a gravity model for
epidemiological coupling and dynamics |
12:30pm - 02:30pm |
--- Lunch Break --- |
02:30pm - 03:30pm |
Spline
confidence band and hypothesis testing of leaf area
index trend in East Africa |
03:30pm ~ |
--- Tea Break --- |
Friday, 18 Mar 2005 |
|
10:00am - 11:00am |
Varying coefficient GARCH versus local constant
modelling |
11:00am ~ |
--- Tea Break --- |
Week 1 · Week 2 · Week 3 · Week 4 · Week 5 · Week 8
Venue: |
IMS Auditorium |
Monday, 21 Mar 2005 |
|
10:00am - 11:00am |
Estimating features of a distribution from binomial data |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Linear regression for panel duration
data with dependent censoring |
12:30pm - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
A semi-parametric duration model with
heterogeneity that does not need to be estimated |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Nonparametric estimation of homothetic and
homothetically separable functions |
Tuesday, 22 Mar 2005 |
|
10:00am - 11:00am |
Quantile regression for longitudinal
data |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Identification and estimation of
truncation regression models |
12:30pm - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
A model
selection test for bivariate failure-time data |
03:00pm ~ |
--- Tea Break --- |
Wednesday, 23 Mar 2005 |
|
10:00am - 11:00am |
Parameter estimation and covariance
model selection for irregularly timed repeated measures |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Joint
analysis of Longitudinal latent variable and a survival
process with application in quality of life |
Thursday, 24 Mar 2005 |
|
10:00am - 11:00am |
Asymptotic
normality and strong consistency of maximum
quasi-likelihood estimates in generalized linear models |
11:00am - 11:30am |
--- Tea Break --- |
11:30am - 12:30pm |
Goodness-of-fit tests for a varying-coefficients model
in longitudinal studies |
Week 1 · Week 2 · Week 3 · Week 4 · Week 5 · Week 8
Venue: |
IMS Auditorium |
Monday, 28 Mar 2005 |
|
09:00am - 10:00am |
Analyzing recurrent event data using nonparametric and
semiparametric models |
10:00am - 10:15am |
--- Tea Break --- |
10:15am - 11:15am |
Tutorial: Lg
penalty models: computation and applications
(Lecture 1) |
11:15am - 11:45am |
--- Tea Break --- |
11:45am - 12:45pm |
Tutorial: Lg
penalty models: computation and applications
(Lecture 2) |
12:45pm - 02:30pm |
--- Lunch Break --- |
02:30pm - 03:30pm |
Tutorial: Lg
penalty models: computation and applications
(Lecture 3) |
03:30pm - 04:00pm |
--- Tea Break --- |
04:00pm - 05:00pm |
Tutorial: Lg
penalty models: computation and applications
(Lecture 4) |
Tuesday, 29 Mar 2005 |
|
09:30am - 10:30am |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 1, part I) |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 1, part II) |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 2, part I) |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 2, part II) |
Wednesday, 30 Mar 2005 |
|
09:30am - 10:30am |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 3) |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Tutorial: Mixed
effects models and longitudinal data analysis
(Lecture 4) |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Iterative estimating equations for
analysis of longitudinal data |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Small
sample issues in microarray studies: sample size and
error rate estimation |
Venue: |
Seminar Room, S16-05-98 |
Thursday, 31 Mar 2005 |
|
02:00pm - 03:20pm |
Tutorial: Introduction to
semiparametric models (Lecture 1) |
03:20pm - 03:40pm |
--- Tea Break --- |
03:40pm - 05:00pm |
Tutorial: Linear transformation models (Lecture
2) |
Friday, 1 Apr 2005 |
|
02:00pm - 03:20pm |
Tutorial: Accelerated failure time
model (Lecture 3) |
03:20pm - 03:40pm |
--- Tea Break --- |
03:40pm - 05:00pm |
Tutorial: Other semiparametric models
in survival analysis (Lecture 4) |
Week 1 · Week 2 · Week 3 · Week 4 · Week 5 · Week 8
Venue: |
IMS Auditorium |
Thursday, 21 Apr 2005 |
|
09:30am - 10:30am |
Tutorial:
Semiparametric and nonparametric estimation and testing
(Lecture 1) |
10:30am - 11:00am |
--- Tea Break --- |
11:00am - 12:00nn |
Tutorial:
Semiparametric and nonparametric estimation and testing
(Lecture 2) |
12:00nn - 02:00pm |
--- Lunch Break --- |
02:00pm - 03:00pm |
Tutorial:
Semiparametric and nonparametric estimation and testing
(Lecture 3) |
03:00pm - 03:30pm |
--- Tea Break --- |
03:30pm - 04:30pm |
Tutorial:
Semiparametric and nonparametric estimation and testing
(Lecture 4) |
Friday, 22 Apr 2005 |
|
09:30am - 10:30am |
Nonparametric methods for inference in the presence of
instrumental variables |
10:30am ~ |
--- Tea Break --- |
Organizing Committee · Invited Speakers · Overview · Activities · Membership Application