131 citations · 423 across the 20 of their papers we have counts for
3 papers · 1 filter
Incorporating biological information into linear models: A Bayesian approach to the selection of pathways and genes
Francesco C. Stingo, Yian A. Chen, Mahlet G. Tadesse +1
The vast amount of biological knowledge accumulated over the years has allowed researchers to identify various biochemical interactions and define different families of pathways. T…
Variable Selection for Nonparametric Gaussian Process Priors: Models and Computational Strategies
Terrance Savitsky, Marina Vannucci, Naijun Sha
This paper presents a unified treatment of Gaussian process models that extends to data from the exponential dispersion family and to survival data. Our specific interest is in the…
A Bayesian graphical modeling approach to microRNA regulatory network inference
Francesco C. Stingo, Yian A. Chen, Marina Vannucci +2
It has been estimated that about 30% of the genes in the human genome are regulated by microRNAs (miRNAs). These are short RNA sequences that can down-regulate the levels of mRNAs…