Fast State Discovery for HMM Model Selection and Learning.
Sajid M. SiddiqiGeoffrey J. GordonAndrew W. MoorePublished in: AISTATS (2007)
Keyphrases
- model selection
- statistical learning
- cross validation
- unsupervised learning
- bayesian learning
- learning process
- covariate shift
- automatic model selection
- learning machines
- machine learning
- meta learning
- bayesian methods
- selection criterion
- sample size
- hidden markov models
- learning tasks
- variable selection
- mixture model
- parameter determination
- regression model
- incremental learning
- error estimation
- prior knowledge
- data mining
- mutual information
- learning algorithm
- feature selection
- learning models
- motion segmentation
- parameter estimation
- supervised learning