Name
Title | ||
|---|---|---|
Feature Extraction For Heartbeat Classification Using Independent Component Analysis And Matching Pursuits |
Abstract | ||
|---|---|---|
In this paper, we present a method based on the Matching Pursuits algorithm for extraction of time-frequency features that can be used for classification of various abnormal heartbeats. Further, we investigate the usefulness of Independent Component Analysis for extracting additional spatial features from multichannel electrocardiographic recordings. The performance of these two different sets of features is assessed using the 48 recordings of the MIT-BIH arrhythmia database. |
Year | DOI | Venue |
|---|---|---|
2005 | 10.1109/ICASSP.2005.1416111 | 2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING |
Keywords | Field | DocType |
feature extraction,difference set,data mining,matching pursuit,time frequency analysis,independent component analysis,algorithm design and analysis,time frequency | Heartbeat,Pattern recognition,Computer science,Feature extraction,Speech recognition,Artificial intelligence,Time–frequency analysis,Signal classification,Independent component analysis | Conference |
ISSN | Citations | PageRank |
1520-6149 | 3 | 0.49 |
References | Authors | |
3 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Germán Gómez-Herrero | 1 | 35 | 5.94 |
| Atanas P. Gotchev | 2 | 223 | 38.55 |
| Ivaylo Christov | 3 | 6 | 2.89 |
| Karen Egiazarian | 4 | 3774 | 207.72 |