Subjectivity in Unsupervised Machine Learning Model Selection.
Wanyi ChenMary L. CummingsPublished in: AAAI Spring Symposia (2024)
Keyphrases
- model selection
- machine learning
- unsupervised learning
- cross validation
- feature selection
- statistical learning
- parameter estimation
- bayesian learning
- learning machines
- meta learning
- supervised learning
- hyperparameters
- sample size
- motion segmentation
- covariate shift
- regression model
- variable selection
- machine learning algorithms
- machine learning methods
- statistical inference
- mixture model
- parameter determination
- error estimation
- semi supervised
- supervised classification
- gaussian process
- generalization error
- decision trees
- selection criterion
- information criterion
- learning algorithm
- text mining
- inductive learning
- bayesian methods
- active learning
- data mining
- learning problems
- model selection criteria
- learning tasks
- leave one out cross validation
- hypothesis tests