A Bayesian regression and multiple changepoint model for systems biology

Publication Name
International Workshop on Statistical Modelling (IWSM)
Publisher
Copiformes S.L.
ISBN
978-84-694-5129-8
Abstract
We propose a Bayesian regression and multiple changepoint model for reverse engineering gene regulatory networks from high-throughput gene expression profiles. We report results from a recently held international gene network reconstruction competition, in which our method was objectively assessed in a blind study. While we did not win the competition, the scores indicate that the proposed method favourably compares with the majority of competing approaches and clearly belongs to the group of highest-ranked performers.
Year
2011
Category
Book Chapter