Browsing by Subject "Variable selection"

Now showing items 1-4 of 4

    • Essays on Bayesian Time Series and Variable Selection 
      De, Debkumar (2014-05-08)
      Estimating model parameters in dynamic model continues to be challenge. In my dissertation, we have introduced a Stochastic Approximation based parameter estimation approach under Ensemble Kalman Filter set-up. Asymptotic ...
    • Robust Model-free Variable Screening, Double-parallel Monte Carlo and Average Bayesian Information Criterion 
      Xue, Jingnan (2017-05-30)
      Big data analysis and high dimensional data analysis are two popular and challenging topics in current statistical research. They bring us a lot of opportunities as well as many challenges. For big data, traditional methods ...
    • Statistical Inference for Multi-view Data 
      Zhang, Yunfeng (2020-07-10)
      Multi-view data, that is matched sets of measurements on the same subjects, have become increasingly common with technological advances in genomics, neuroscience and wearable technologies, etc. Despite its prevalence, ...
    • VARIABLE SELECTION FOR LONGITUDINAL AND SURVIVAL DATA 
      Dang, Xuan Thi (2021-12-06)
      With the advancing of data collection technologies, high-dimensional and large-scale data sets become available in many areas of science, specifically in biomedicine. One of important questions when mining such “big” data ...