Evaluation of Parallel Tempering to Accelerate Bayesian Parameter Estimation in Systems Biology.
Sanjana GuptaLiam HainsworthJustin S. HoggRobin LeeJames R. FaederPublished in: PDP (2018)
Keyphrases
- parameter estimation
- markov chain monte carlo
- systems biology
- posterior distribution
- bayesian inference
- maximum likelihood
- high throughput
- least squares
- markov random field
- model selection
- biological systems
- statistical models
- biological data
- em algorithm
- expectation maximization
- gene regulatory networks
- structure learning
- approximate inference
- protein protein interactions
- hyperparameters
- data mining
- image processing
- neural network
- computer vision
- knowledge representation
- hidden markov models
- video sequences
- bayesian networks