Browsing by Subject "hierarchical models"

Now showing items 1-4 of 4

    • Bayesian Learning with Heterogeneous Data for Life Sciences 
      Hajiramezanali, Mohammad Ehsan (2021-01-06)
      We propose a suite of Bayesian learning methods to address challenges arising from task and data heterogeneity in life science applications. First, we develop a novel multi-domain negative binomial (NB) factorization ...
    • Bayesian Models for Gene Regulatory Networks Applied to Cancer Tissues 
      Mohanty, Anwoy Kumar (2015-08-12)
      Cellular behavior is controlled through multivariate interactions between various biological molecules such as proteins and DNA. Various methods have previously been proposed to model such interactions. However many of ...
    • Reserves Estimation in Unconventional Reservoirs Using Bayesian Hierarchical Models 
      Ravikumar, Arjun (2021-07-24)
      Type wells are widely used to produce reserves estimates in unconventional reservoirs. These reserves estimates are used to design drilling schedules, economic forecasts and to make investment decisions. It is therefore ...
    • Summarizing FLARE assay images in colon carcinogenesis 
      Leyk Williams, Malgorzata (Texas A&M University, 2006-04-12)
      Intestinal tract cancer is one of the more common cancers in the United States. While in some individuals a genetic component causes the cancer, the rate of cancer in the remainder of the population is believed to be ...