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: BIBM (2023)
Keyphrases
- model selection
- rule based classifier
- cross validation
- hyperparameters
- statistical learning
- sample size
- feature selection
- bayesian learning
- parameter estimation
- regression model
- natural language processing
- motion segmentation
- machine learning
- mixture model
- statistical inference
- free text
- model selection criteria
- error estimation
- meta learning
- automatic model selection
- information extraction
- information criterion
- selection criterion
- gaussian process
- marginal likelihood
- parameter determination
- generalization error
- bayesian information criterion
- variable selection
- selection criteria
- gaussian mixture model
- data mining