Gradient boosted trees with individual explanations: An alternative to logistic regression for viability prediction in the first trimester of pregnancy.
Thibaut VauletMaya Al-MemarHanine FourieShabnam BobdiwalaSrdjan SasoMaria PipiCatriona StalderPhillip R. BennettDirk TimmermanTom BourneBart De MoorPublished in: Comput. Methods Programs Biomed. (2022)
Keyphrases
- logistic regression
- decision trees
- random forests
- classification and regression trees
- classification trees
- credit scoring
- predictive power
- logistic regression models
- support vector
- prediction accuracy
- loss function
- naive bayes
- chi square
- odds ratio
- decision stumps
- fold cross validation
- linear support vector machines
- prediction model
- survival analysis
- logistic model
- regression trees
- breast cancer
- prognostic models
- generalized linear models
- linear svm
- chi square test
- machine learning
- causal models
- active learning
- pairwise