Multiomics Data Integration for Gene Regulatory Network Inference with Exponential Family Embeddings.
Surabhi JaatanAbdulkadir ÇelikkanatAurelic PiravreFrédérique BidardLaurent DuvalFragkiskos D. MalliarosPublished in: EUSIPCO (2021)
Keyphrases
- data integration
- exponential family
- gene regulatory networks
- biological data
- dynamic bayesian networks
- bayesian inference
- graphical models
- markov chain monte carlo
- variational methods
- data model
- structure learning
- data sources
- maximum likelihood
- probabilistic inference
- density estimation
- closed form
- databases
- approximate inference
- log likelihood
- data management
- missing values
- hidden variables
- statistical models
- gene expression data
- data warehouse
- mixture model
- bayesian networks
- probability density function
- belief networks
- posterior distribution
- high dimensional data
- hyperparameters
- random variables
- data sets
- dimensionality reduction
- conditional independence
- business intelligence
- low dimensional
- markov networks
- markov chain
- generative model
- statistical analysis
- query processing
- relational databases
- data mining
- database