Optimal model selection for posture recognition in home-based healthcare.
Shumei ZhangPaul J. McCullaghChris D. NugentHuiru ZhengMatthias BaumgartenPublished in: Int. J. Mach. Learn. Cybern. (2011)
Keyphrases
- model selection
- cross validation
- hyperparameters
- sample size
- bayesian learning
- parameter estimation
- mixture model
- machine learning
- meta learning
- statistical inference
- regression model
- bayesian model selection
- variable selection
- statistical learning
- selection criterion
- model selection criteria
- motion segmentation
- feature selection
- error estimation
- leave one out cross validation
- generalization error
- data sets
- marginal likelihood
- home care
- automatic model selection
- probabilistic model
- objective function
- bayesian networks
- bayesian information criterion
- generalization bounds
- information criterion
- bayesian methods
- parameter determination
- data mining