A Bayesian framework for the inference of gene regulatory networks from time and pseudo-time series data.
Manuel Sanchez-CastilloDavid BlancoIsabel M. Tienda-LunaMaria Carmen Carrion PerezYufei HuangPublished in: Bioinform. (2018)
Keyphrases
- bayesian framework
- gene regulatory networks
- genetic regulatory networks
- dynamic bayesian networks
- bayesian inference
- reverse engineering
- network model
- generative model
- gene expression data
- prior knowledge
- hyperparameters
- biological data
- posterior probability
- posterior distribution
- data driven markov chain monte carlo
- gaussian process
- probabilistic model
- maximum a posteriori
- expectation maximization
- approximate inference
- probability density function
- probabilistic inference
- em algorithm
- data analysis
- bayesian networks
- computer vision
- prior information
- statistical analysis
- similarity measure
- learning algorithm
- neural network