BIC-LP: A Hybrid Higher-Order Dynamic Bayesian Network Score Function for Gene Regulatory Network Reconstruction.
Junchang XinMingcan WangLuxuan QuQi ChenWeiyiqi WangZhiqiong WangPublished in: IEEE ACM Trans. Comput. Biol. Bioinform. (2024)
Keyphrases
- gene regulatory networks
- dynamic bayesian networks
- score function
- higher order
- network model
- reverse engineering
- gene expression data
- bayesian networks
- approximate inference
- model selection
- maximum likelihood
- particle filtering
- structure learning
- biological data
- cross validation
- conditional random fields
- neural network
- markov random field
- machine learning
- state variables
- fuzzy numbers
- probability distribution
- bayesian inference
- probabilistic inference
- feature space
- sample size
- particle filter