Research Article

An Effective LSTM Recurrent Network to Detect Arrhythmia on Imbalanced ECG Dataset

Table 1

ECG beat types used in this work.

ECG beat typesAnnotationNumber of beats

Normal beatN75,020
Left bundle branch blockLBBB8,072
Right bundle branch blockRBBB7,255
Atrial premature contractionAPC2,546
Nodal (junctional) escape beatNESC229
Aberrated atrial premature beatABERR150
Nodal (junctional) premature beatNPC83
Atrial escape beatAESC16
Totalā€”93,371