Improving VTE Identification through Adaptive NLP Model Selection and Clinical Expert Rule-based Classifier from Radiology Reports.
Jamie DengYusen WuHilary HayssenBrain EnglumAman KankariaMinerva Mayorga-CarlinShalini SahooJohn SorkinBrajesh LalYelena YeshaPhuong NguyenPublished in: CoRR (2023)
Keyphrases
- model selection
- rule based classifier
- cross validation
- bayesian learning
- sample size
- hyperparameters
- parameter estimation
- statistical learning
- model selection criteria
- statistical inference
- mixture model
- regression model
- selection criterion
- natural language processing
- error estimation
- feature selection
- generalization error
- variable selection
- machine learning
- meta learning
- marginal likelihood
- information criterion
- free text
- medical images
- information extraction
- adaptive filtering
- decision trees
- multivariate regression
- parameter determination
- leave one out cross validation
- bayesian information criterion
- similarity measure
- text mining
- bayesian methods