Medizinische Universität Graz - Research portal
Selected Publication:
SHR Neuro Cancer Cardio Lipid Metab Microb
Schilling, C; Keller, M; Scherr, D; Oesterlein, T; Haïssaguerre, M; Schmitt, C; Dössel, O; Luik, A.
Fuzzy decision tree to classify complex fractionated atrial electrograms.
Biomed Tech (Berl). 2015; 60(3):245-255
Doi: 10.1515/bmt-2014-0110
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- Co-authors Med Uni Graz
- Scherr Daniel
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- Abstract:
- Catheter ablation has emerged as an effective treatment strategy for atrial fibrillation (AF) in recent years. During AF, complex fractionated atrial electrograms (CFAE) can be recorded and are known to be a potential target for ablation. Automatic algorithms have been developed to simplify CFAE detection, but they are often based on a single descriptor or a set of descriptors in combination with sharp decision classifiers. However, these methods do not reflect the progressive transition between CFAE classes. The aim of this study was to develop an automatic classification algorithm, which combines the information of a complete set of descriptors and allows for progressive and transparent decisions. We designed a method to automatically analyze CFAE based on a set of descriptors representing various aspects, such as shape, amplitude and temporal characteristics. A fuzzy decision tree (FDT) was trained and evaluated on 429 predefined electrograms. CFAE were classified into four subgroups with a correct rate of 81±3%. Electrograms with continuous activity were detected with a correct rate of 100%. In addition, a percentage of certainty is given for each electrogram to enable a comprehensive and transparent decision. The proposed FDT is able to classify CFAE with respect to their progressive transition and may allow objective and reproducible CFAE interpretation for clinical use.
- Find related publications in this database (using NLM MeSH Indexing)
- Algorithms -
- Atrial Fibrillation - physiopathology
- Catheter Ablation - methods
- Decision Trees -
- Electrocardiography - instrumentation
- Humans -
- Find related publications in this database (Keywords)
- ablation
- atrial electrograms
- atrial fibrillation
- CFAE
- classification
- fuzzy decision tree