Exponential bounds for the probability deviations of sums of random fields.
Orazgeldy KurbanmuradovKarl SabelfeldPublished in: Monte Carlo Methods Appl. (2006)
Keyphrases
- random fields
- markov random field
- conditional random fields
- random field models
- non stationary
- parameter estimation
- maximum entropy
- lower bound
- probability distribution
- random field model
- upper bound
- textured images
- upper and lower bounds
- worst case
- pseudo likelihood
- autoregressive
- potential functions
- similarity measure
- markov random field model
- gibbs sampler
- probability theory
- higher order
- hidden markov models
- probabilistic model
- random variables
- marginal distributions
- information extraction
- maximum likelihood
- nonparametric density estimation