The G-algorithm for extraction of robust decision rules - children's postoperative intra-atrial arrhythmia case study.

The G-algorithm for extraction of robust decision rules - children's postoperative intra-atrial arrhythmia case study.

Clinical medicine is facing a challenge of knowledge discovery from the growing volume of data. In this paper, a data mining algorithm (the G-algorithm) is proposed for extraction of robust rules that can be used in clinical practice for better understanding and prevention of unwanted medical events...

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Pubblicato in:IEEE Transactions on information technology in biomedicine 5, 3 (2001).
Autore principale: Kusiak, A.
Natura: Articolo
Lingua:English
Soggetti:
Fontan surgical procedure.
G-algorithm.
Accurate predictions.
Case study.
Children.
Clinical medicine.
Data mining algorithm.
Heart malformation.
Infants.
Intra-atrial re-entrant tachycardia.
Knowledge discovery.
Measurable features.
Medical data set.
Medical decision making.
Medical prognosis.
Palliative.
Post-operative intra-atrial arrhythmia.
Robust decision rule extraction.
Rough sets.
Univentricular heart.
Unwanted medical events.