Title | ||
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Computer aided diagnosis of atrial arrhythmia using dimensionality reduction methods on transform domain representation. |
Abstract | ||
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•Atrial fibrillation and atrial flutter have life threatening complications.•The time domain features do not provide good discrimination.•Discrete wavelet and cosine transforms with dimensionality reduction methods used.•DCT coupled with ICA and KNN give 99.45% of accuracy using 10-fold cross validation.•The performance is comparable with literature and is a methodological advancement. |
Year | DOI | Venue |
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2014 | 10.1016/j.bspc.2014.04.001 | Biomedical Signal Processing and Control |
Keywords | Field | DocType |
Electrocardiogram,Atrial fibrillation,Atrial flutter,Discrete wavelet transform,Discrete cosine transform,Principal component analysis,Independent component analysis,K-Nearest neighbor | Atrial fibrillation,Dimensionality reduction,Pattern recognition,Computer-aided diagnosis,Discrete cosine transform,Feature extraction,Speech recognition,Independent component analysis,Discrete wavelet transform,Artificial intelligence,Atrial flutter,Mathematics | Journal |
Volume | ISSN | Citations |
13 | 1746-8094 | 23 |
PageRank | References | Authors |
1.05 | 50 | 9 |
Name | Order | Citations | PageRank |
---|---|---|---|
Roshan Joy Martis | 1 | 730 | 29.90 |
Rajendra Acharya U | 2 | 4666 | 296.34 |
Hojjat Adeli | 3 | 2150 | 148.37 |
Hari Prasad | 4 | 43 | 2.79 |
Jen-Hong Tan | 5 | 745 | 32.04 |
Chua Kuang Chua | 6 | 545 | 26.57 |
Chea Loon Too | 7 | 23 | 1.05 |
Sharon Wan Jie Yeo | 8 | 23 | 1.05 |
Louis Tong | 9 | 165 | 8.22 |