Quality indices for topic model selection and evaluation: a literature review and case study.
Christopher MeaneyTherese A. StukelPeter C. AustinRahim MoineddinMichelle GreiverMichael D. EscobarPublished in: BMC Medical Informatics Decis. Mak. (2023)
Keyphrases
- model selection
- literature review
- case study
- cross validation
- hyperparameters
- bayesian learning
- parameter estimation
- variable selection
- sample size
- statistical learning
- regression model
- mixture model
- error estimation
- motion segmentation
- model selection criteria
- generalization error
- meta learning
- selection criterion
- current issues
- real world
- statistical inference
- marginal likelihood
- machine learning
- evaluation model
- development process
- feature selection
- gaussian process
- posterior distribution
- topic models
- information criterion
- decision trees
- parameter determination
- automatic model selection
- software development
- k means