NDLI: An application of wavelet neural network for classification of patients with coronary artery disease based on HRV analysis

Content Provider	IEEE Xplore Digital Library
Author	Tkacz, E.J. Kostka, P.
Copyright Year	2000
Description	Author affiliation: Inst. of Electron., Silesian Univ. of Technol., Gliwice, Poland (Tkacz, E.J.)
Abstract	Presents some recently obtained results concerning the possibility of application of wavelet neural networks (WNN) for classification purposes in the case of patients with coronary artery disease of different levels. Patients with respectively one, two and three coronary arteries blocked have been taken into consideration. The Heart Rate Variability signal has been registered for 5 minutes for each of such patients. All the patients have been previously preliminary classified by an experienced cardiologist with regard to the estimation of the number of coronary arteries blocked. Then half of each HRV record has been applied for teaching the neural network after features selection from raw HRV through the application of a wavelet transform being the first layer of the WNN system. The second half of data has been used for classification. Due to the fact that four classification groups were expected the output layer of the neural network has only two output neurons.
Starting Page	1391
Ending Page	1393
File Size	264534
Page Count	3
File Format	PDF
ISBN	0780364651
ISSN	1094687X
DOI	10.1109/IEMBS.2000.897999
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2000-07-23
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Coronary arteriosclerosis Heart rate variability Neural networks Education Arteries Cardiology Wavelet transforms Artificial neural networks Signal processing Data preprocessing
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in