212 citations · 519 across the 18 of their papers we have counts for
3 papers · 1 filter
Fast and accurate approximate inference of transcript expression from RNA-seq data
James Hensman, Panagiotis Papastamoulis, Peter Glaus +2
Motivation: Assigning RNA-seq reads to their transcript of origin is a fundamental task in transcript expression estimation. Where ambiguities in assignments exist due to transcrip…
A Bayesian model selection approach for identifying differentially expressed transcripts from RNA-Seq data
Panagiotis Papastamoulis, Magnus Rattray
Recent advances in molecular biology allow the quantification of the transcriptome and scoring transcripts as differentially or equally expressed between two biological conditions.…
Fast nonparametric clustering of structured time-series
James Hensman, Magnus Rattray, Neil D. Lawrence
In this publication, we combine two Bayesian non-parametric models: the Gaussian Process (GP) and the Dirichlet Process (DP). Our innovation in the GP model is to introduce a varia…