Now showing items 1-4 of 4

    • Approximations of Markov Chains and High-Dimensional Bayesian Inference 

      Mattingly, JC; Johndrow, J; Mukherjee, S; Dunson, D (2015)
    • Bayesian crack detection in ultra high resolution multimodal images of paintings 

      Cornelis, B; Yang, Y; Vogelstein, JT; Dooms, A; Daubechies, I; Dunson, D (2013 18th International Conference on Digital Signal Processing, DSP 2013, 2013-12-06)
      The preservation of our cultural heritage is of paramount importance. Thanks to recent developments in digital acquisition techniques, powerful image analysis algorithms are developed which can be useful non-invasive tools ...
    • Dynamic nonparametric bayesian models for analysis of music 

      Ren, L; Dunson, D; Lindroth, S; Carin, L (Journal of the American Statistical Association, 2010-06-01)
      The dynamic hierarchical Dirichlet process (dHDP) is developed to model complex sequential data, with a focus on audio signals from music. The music is represented in terms of a sequence of discrete observations, and the ...
    • Lognormal and gamma mixed negative binomial regression 

      Zhou, M; Li, L; Dunson, D; Carin, L (Proceedings of the 29th International Conference on Machine Learning, ICML 2012, 2012-10-10)
      In regression analysis of counts, a lack of simple and efficient algorithms for posterior computation has made Bayesian approaches appear unattractive and thus underdeveloped. We propose a lognormal and gamma mixed negative ...