Analysis of RR interval and fibrillation frequency and amplitude for predicting spontaneous termination of atrial fibrillation

P. Langley, J. Allen, E.J. Bowers, M.J. Drinnan, E.V. Garcia, S. T. King, T. Olbrich, A.J. Sims, F.E. Smith, J. Wild, D. Zheng, A. Murray

Research output: Chapter in Book/Report/Conference proceedingConference proceeding

4 Citations (Scopus)

Abstract

We assessed characteristics of atrial and ventricular activity from the ECG for predicting the oflset of atrial fibrillation for the 2004 PhysioNet/Computers in Cardiology Challenge. Seven parameters were analysed with five based on the statistical characteristics of the RR interval (mean, standard deviation, skewness, kurtosis and median beat-to-beat change), and fibrillation frequency and atrial signal amplitude. The power of the parameters to predict termination of the arrhythmia was assessed individually and in combination using linear discriminant analysis ( D A ) and a?t$cial neural network (ANN) techniques. Fibrillation fiequency with a threshold value of 5.55 Hz was able to idenrify 10/10 learning set records which terminated immediately (T) and 8/10 of non-terminating records (N) and was the best of the individual parameters. Classifcations for the test set for event 1 of the challenge for algorithms based on fibrillation frequency alone, LDA and ANN received scores of 24/30, 18/30 and 23/30 respectively. Low jibrillation frequency is an indicator of spontaneous termination of atrial fibrillation.
Original languageEnglish
Title of host publicationComputers in Cardiology
PublisherIEEE
Pages637 - 640
Number of pages4
ISBN (Print)0-7803-8927-1
DOIs
Publication statusPublished - 2004
Externally publishedYes
EventComputers in Cardiology Conference - Chicago, United States
Duration: 19 Sep 200422 Sep 2004

Conference

ConferenceComputers in Cardiology Conference
CountryUnited States
CityChicago
Period19/09/0422/09/04

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Langley, P., Allen, J., Bowers, E. J., Drinnan, M. J., Garcia, E. V., King, S. T., ... Murray, A. (2004). Analysis of RR interval and fibrillation frequency and amplitude for predicting spontaneous termination of atrial fibrillation. In Computers in Cardiology (pp. 637 - 640). IEEE. https://doi.org/10.1109/CIC.2004.1443019