Hierarchical Stability-Based Model Selection for Clustering Algorithms.
Bing YinGreg HamerlyPublished in: ICMLA (2009)
Keyphrases
- model selection
- clustering algorithm
- cross validation
- hyperparameters
- machine learning
- error estimation
- statistical learning
- sample size
- regression model
- parameter estimation
- unsupervised learning
- motion segmentation
- variable selection
- k means
- bayesian learning
- selection criterion
- gaussian process
- statistical inference
- data clustering
- marginal likelihood
- mixture model
- meta learning
- bayesian information criterion
- feature selection
- generalization error
- information criterion
- leave one out cross validation
- model selection criteria
- generalization bounds
- similarity measure