Precise periodic components estimation for chronobiological signals through Bayesian Inference with sparsity enforcing prior.
Mircea DumitruAli Mohammad-DjafariSimona Baghai SainPublished in: EURASIP J. Bioinform. Syst. Biol. (2016)
Keyphrases
- bayesian inference
- prior information
- bayesian model
- prior distribution
- probabilistic model
- hyperparameters
- variational inference
- statistical inference
- prior knowledge
- signal processing
- hierarchical bayesian
- variational bayes
- sparse representation
- hidden variables
- probabilistic modeling
- bayesian models
- gibbs sampler
- particle filter
- markov chain monte carlo
- pairwise
- belief propagation
- parameter estimation
- dynamic programming
- prior probabilities
- training data
- machine learning
- data sets