Gordon Smyth Home
Research
The official home page of my research lab can be found via the
Bioinformatics Division on
the WEHI website. The WEHI Bioinformatics Division also maintains its own domain
at http://bioinf.wehi.edu.au which
provides software tools and other resources and useful information.
Students
Publications
Software
Areas of Interest
I am interested in bioinformatics and statistical modelling and
computing. For more insight into the role of
statistics in bioinformatics see the WEHI
Bioinformatics www site or read the Bioinformatics editorial
Bioinformatics needs to adopt statistical thinking
by Martin Vingron.
The main focus of my current work is the design and analysis of
gene
expression microarray experiments in genetic research, and the arising
problems in functional genomics.
Past Interests
- Environmental Modelling
- I completed a contract for the Queensland Environmental Protection Agency
to develop methods for monitoring changes in pollutant levels in Queensland
streams and estuaries.
-
- Categorical Data Modelling
- Heather
Podlich, Malcolm
Faddy and I have been developing methods for modelling under- and
over-dispersion in categorical data using extended Poisson process models.
-
- Generalized Linear Models
- A long-standing interest has been to develop extensions to generalized
linear models for the regression modelling of non-normal response data.
Current active interests include dispersion modelling, adjusted likelihood
methods, data modelling with power variance functions and nonlinear
generalized linear models. A recent application is to modelling insurance
claims data.
-
- Prony Estimation
- Another long-standing interest has been the use of eigen-analysis methods
to estimate transient and periodic signals. From a statistician's
perspective this means nonlinear least squares with functions defined by
differential equations. This includes fitting sums of exponential functions
to data and robust frequency estimation.
Other Activities
I am an Associate Editor for the excellent journals
Biometrics and Statistical
Modelling. I am on the organizing committee for the
MGED10 to be held in Brisbane in 2007.