Bayesian statistics is an approach to inference based on the celebrated Bayes theorem (ca 1763). Other Interdisciplinary and Collaborative Research. When working in fields such as science or medicine, trials are needed, and experimental data has to be collected and analyzed. Choose a research area below to read more about our work and see a list of affiliated faculty. Research Areas. My research interests are on the methodology development and statistical analysis of complex and imperfect data arising from public health and medical research. The Department welcomes research collaborations with other faculties and departments. Research Areas in Statistics and Probability Theory Here are the areas of Statistics in which research is being done currently. Parametric approaches to SUE Deciding upon the right tail-weight for the distribution underlying the sam-ple data constitutes an important initial task in EVA. On the other hand, statisti- ... Often this will require some approximation, and approximations in statistics are another of my research interests. + - Non-Parametric and Robust Statistical methods Click to collapse It combines one's prior information on the unknown parameters of a model with the observed data to form the so-called posterior distribution, which reflects the updated knowledge on the parameters. Statistical inference for large data, Statistical guarantees of machine learning methods, Econometrics. Chong (Zhuoqiong) He Sounak Chakraborty. Statistics play an important role in research of almost any kind because they deal with easily-quantified data. Fundamental research in statistics includes developing new theory to validate statistical procedures, generalizing probability models for random processes, developing new nonparametric methodology for machine learning applications, establishing the asymptotic theory behind new statistical methods and proving new approaches for experiments that cannot be handled by traditional statistical methods. Research Areas The Department of Statistics focuses its research on 14 major areas. Research Focus Areas Bayesian Statistics. Research Areas. Statistics has become an important tool in a variety of quantitative fields, including biological and life sciences, medical science, finance, marketing, computer engineering, education and social science. Bayesian statistics, machine learning, high-dimensional variable selection, bioinformatics. Computational Statistics, Statistical Methodology. An Overview and Open Research Topics in Statistics of Univariate Extremes 5 1.2. TOP Key areas of focus include the analysis of survival data, recurrent events data and longitudinal data that often arise in both clinical trials and observational studies. Shih-Kang Chao.