On the Influence of Class Noise in Medical Data Classification: Treatment Using Noise Filtering Methods.
José A. SáezBartosz KrawczykMichal WozniakPublished in: Appl. Artif. Intell. (2016)
Keyphrases
- class noise
- medical data
- attribute noise
- noise model
- class imbalance
- data quality
- patient outcomes
- noisy data
- imbalanced datasets
- clinical data
- noisy environments
- medical images
- high dimensionality
- classification accuracy
- learning algorithm
- decision trees
- data sets
- image restoration
- training set
- support vector
- feature ranking
- electronic medical record
- data mining
- classification algorithm
- decision rules
- feature space
- feature extraction
- imbalanced data
- machine learning