Research Project 1:
A Bayesian EM Algorithm for Graphical Model Selection
Network Constructed from 150 Random Sampled S&P Stocks
Summary:
Technical Report
Research Project 2:
BAGUS: A Bayesian Algorithm for Gaussian Graphical Models with Unequal Shrinkage
Prediction on Telephone Call Center Data
Summary:
Journal of the American Statistical Association (Theory & Methods) Link: https://www.tandfonline.com/doi/full/10.1080/01621459.2018.1482755
Research Project 3:
Bayesian Modeling for Gaussian Conditional Random Fields
Gaussian Conditional Random Field Model. Y is the outcome variable and X is the covariate variable.
Summary:
In Submission
Research Project 4:
Optimal Rate of Convergence for Bayesian Regularizations
Summary:
Rate of Convergence for Bayesian Regularizations Under Mild Conditions
In Submission
Ongoing Research Projects:
- Bayesian Joint Graphical Models
- Bayesian Deep Learning
- SETSUM: Dynamic Entity Set Summarization with Ordinal Discrete Graphical Model
Other Works:
Adaptive Multi-Stage Clinical Trial Design for Binary Endpoint in Rare Disease
Recent Trends in Pharmaceutical Statistics Book by Springer
