Pattern statistics on Markov chains and sensitivity to parameter estimation.
Grégory NuelPublished in: Algorithms Mol. Biol. (2006)
Keyphrases
- parameter estimation
- markov chain
- steady state
- maximum likelihood
- confidence intervals
- least squares
- markov random field
- model selection
- parameter estimation algorithm
- markov model
- finite state
- transition probabilities
- monte carlo
- gibbs sampling
- probabilistic automata
- stationary distribution
- em algorithm
- markov process
- random fields
- state space
- random walk
- statistical models
- markov processes
- posterior distribution
- markov chain monte carlo
- maximum likelihood estimation
- pattern matching
- estimation problems
- transition matrix
- expectation maximization
- structure learning
- approximate inference
- machine learning
- parameter estimates
- pairwise
- image processing