A Bayesian framework for cell-level protein network analysis for multivariate proteomics image data.
Violeta N. KovachevaKorsuk SirinukunwattanaNasir M. RajpootPublished in: Medical Imaging: Digital Pathology (2014)
Keyphrases
- bayesian framework
- network analysis
- image data
- social network analysis
- protein protein interactions
- generative model
- prior knowledge
- posterior probability
- mass spectrometry
- bayesian formulation
- complex networks
- information networks
- text mining
- link prediction
- network structure
- maximum a posteriori
- expectation maximization
- probability density function
- graph theory
- community detection
- prior distribution
- high throughput
- community structure
- probabilistic model
- social networks
- image reconstruction
- regression model
- protein sequences
- maximum likelihood
- pairwise
- centrality measures
- high quality