Cardiovascular Disease Classification Based on Machine Learning Algorithms Using GridSearchCV, Cross Validation and Stacked Ensemble Methods.
Satyabrata PattanayakTripty SinghPublished in: ICACDS (1) (2022)
Keyphrases
- machine learning algorithms
- cross validation
- machine learning methods
- ensemble methods
- decision trees
- random forests
- benchmark data sets
- model selection
- base learners
- machine learning
- learning algorithm
- training set
- regression problems
- support vector
- nearest neighbor classifiers
- meta learning
- generalization error
- svm classification
- hyperparameters
- learning problems
- multiclass classification
- learning tasks
- cardiovascular disease
- base classifiers
- random forest
- ensemble learning
- generalization ability
- prediction accuracy
- medical diagnosis
- training examples
- classification models
- statistical methods
- data sets
- classification rules
- support vector machine
- text classification