Jianping Sun
|
||||||||||||||||||||||||||||||||||||||
|
Education:
|
||||||||||||||||||||||||||||||||||||||
|
Research: My
current research focuses on the composite likelihood method and its
application to long sequence data. Maximum likelihood is a popular statistical method largely
because it provides estimators with optimal statistical efficiency. However,
many realistic statistical models are so complex in structure that it becomes
computationally infeasible to find the MLE, especially in large data sets.
One approach to solving this problem is the method of composite likelihood,
which is constructed by taking a product of likelihood terms, each one of
which is a marginal or conditional sublikelihood.
Composite likelihood can reduce the complexity of
computation at the price of some loss of efficiency. The focus of my
research has been on methods for constructing a composite likelihood so that
it maintains most efficiency and economical computation at the same time. There are many
applications for composite likelihood method in longitudinal data, survival
analysis, spatial data, and genetic data. My application is the analysis of
long sequence data generated in biology, such as SNP data. The research
question is to estimate the ancestral distribution from the observed descendant
sequences, considering realistic genetic complexities such as mutation and
recombination. We have developed a statistical model to estimate the
ancestral distribution. However, there is an enormous computation challenge
when applying it on data due to an enormous number of recombination
possibilities. Therefore, we apply composite likelihood as an approximation
to solve the problem. |
||||||||||||||||||||||||||||||||||||||
|
Publication
and Manuscripts: B. Lindsay, G. Yi, and J. Sun.
Issues and Strategies in the Selection of Composite Likelihoods. Submitted. |
||||||||||||||||||||||||||||||||||||||
|
Teaching:
|
||||||||||||||||||||||||||||||||||||||
|
Conferences
and Presentations:
|
||||||||||||||||||||||||||||||||||||||
|
Other
Professional Activities: Spring and Fall 2007: Student
Consultant at Statistical
Consulting Center in the Statistics Department, |
||||||||||||||||||||||||||||||||||||||
|
Useful
Links:
|
||||||||||||||||||||||||||||||||||||||
Latest revision: Nov.15, 2009