CLAMS: A System for Zero-Shot Model Selection for Clustering.
Prabhant SinghPieter GijsbersMurat Onur YildirimElif Ceren GokJoaquin VanschorenPublished in: CoRR (2024)
Keyphrases
- model selection
- unsupervised learning
- cross validation
- hyperparameters
- bayesian information criterion
- bayesian learning
- machine learning
- sample size
- regression model
- clustering algorithm
- statistical learning
- parameter estimation
- variable selection
- model selection criteria
- k means
- selection criterion
- clustering method
- meta learning
- information criterion
- error estimation
- motion segmentation
- feature selection
- generalization error
- cluster analysis
- mixture model
- gaussian process
- statistical inference
- parameter determination
- bayesian methods
- active learning
- prior knowledge
- leave one out cross validation
- marginal likelihood
- data mining