MULTIWAY SEQUENTIAL HYPOTHESIS-TESTING FOR TACHYARRHYTHMIA DISCRIMINATION

Citation
Nv. Thakor et al., MULTIWAY SEQUENTIAL HYPOTHESIS-TESTING FOR TACHYARRHYTHMIA DISCRIMINATION, IEEE transactions on biomedical engineering, 41(5), 1994, pp. 480-487
Citations number
24
Categorie Soggetti
Engineering, Biomedical
ISSN journal
00189294
Volume
41
Issue
5
Year of publication
1994
Pages
480 - 487
Database
ISI
SICI code
0018-9294(1994)41:5<480:MSHFTD>2.0.ZU;2-J
Abstract
A multiway sequential hypothesis testing (M-SHT) algorithm is proposed for simultaneous discrimination of cardiac tachyarrhythmias-supravent ricular tachycardia (SVT) and ventricular tachycardia (VT)-from normal sinus rhythm (NSR). The M-SHT algorithm calculates a likelihood funct ion from atrio-ventricular delay measurements, and compares this funct ion with thresholds derived from specified error probabilities for the arrhythmias to be discriminated. Performance of this algorithm was ev aluated on dual channel endocardial electrograms recorded in the cardi ac electrophysiology laboratory. Two databases were developed, one for development of the algorithm and another for evaluation. The M-SHT al gorithm accurately classified 26 out of 28 NSR (2 misclassified as SVT ), 31 out of 31 cases of SVT, and 41 out of 43 VT (2 misclassified as NSR). The average length of time taken for classification of the three rhythms was: 3.6 s for NSR, 5.0 s for SVT, and 1.6 s for VT. Unique f eatures of this algorithm are that acceptable error rates for each arr hythmia are independently specified and accuracy can be traded off for a faster detection time, and vice versa.