The detection of hospitalized patients at risk of testing positive to multi-drug resistant bacteria using MOCA-I, a rule-based "white-box" classification algorithm for medical data.
Julie JacquesHélène Martin-HuygheJustine Lemtiri-FlorekJulien TaillardLaetitia JourdanClarisse DhaenensDavid DelerueArnaud HansskeValérie LeclercqPublished in: Int. J. Medical Informatics (2020)
Keyphrases
- medical data
- classification algorithm
- white box
- black box
- clinical data
- medical images
- medical data mining
- patient outcomes
- source code
- medical practitioners
- patient data
- knn
- medical records
- naive bayes
- k nearest neighbor
- classification rules
- support vector machine
- training set
- high risk
- data mining
- accurate classification
- class labels
- learning algorithm
- training phase
- test cases
- patient care
- medical information
- machine learning
- neural network
- electronic health records
- risk management
- test data
- health records
- high dimensional
- clustering algorithm
- real world
- data sets