APPLICATION OF INSTANCE-BASED LEARNERS FOR ARRHYTHMIA DETECTION IN ECG SIGNALS.
Journal Title: International Journal of Advanced Research (IJAR) - Year 2018, Vol 6, Issue 6
Abstract
Cardiac arrhythmia detection in heart activity related signals, like ECG, has been a center of attention for many researchers in medical field, and is as relevant, if not more, to this day. Aim of this paper is to investigate the accuracy of commonly used classifiers in classifying ECG signal segments of one heart beat into three classes ? normal, unrecognizable and arrhythmia ? and provide insight, which type of, or even specific classifier has a tendency to perform the best under given scenario. Results of the experiments showed that best performing classifiers are instance-based learning algorithms, top two performers being K* algorithm, based on entropic distance measure, with 99% correlation and 3,5% relative absolute error, while testing all input data as test data, 90% and 20% respectively, when testing with 75% of input data as training set, and the rest as testing set, along with IBk ? nearest neighbor based algorithm, which was only applicable with percentage split training method (75% / 25%), resulting in 84% correlation and 19% relative absolute error.
Authors and Affiliations
Andrius gudiskis.
DESALINATION USING ACTIVATED CARBON FROM MANGROVE ROOTS.
Timor-leste is located on the seafront, coastal communities take the water for their daily needs derived from seawater. It needs some treatment for sea water into fresh water. Water treatment selected is activated carbon...
EFFECT OF FOOT EXERCISE AND WARM WATER FOOT SOAK ON FOOT EDEMA AMONG ANTENATAL WOMEN - PILOT STUDY.
Introduction and background:Pregnancy is one of the most important periods in women life which effects on hormonal, psychological, vascular, metabolic and immunologic changes. Foot edema occurs because of the gravid uter...
A STUDY OF IMPACT OF SEPTOPLASTY ON ALLERGIC RHINITIS IN A TERTIARY CARE CENTERE.
International Journal of Advanced Research (IJAR)
ILLEGAL, UNREPORTED, AND UNREGULATED FISHING COUNTERMEASURES IN INDONESIA TO SUPPORT NATIONAL ECONOMIC RESILIENCE (CASE STUDY OF MARITIME AND FISHERIES RESOURCES SUPERVISION IN INDONESIA FOR 2007 TO 2012).
The potential of fishery recources in Indonesia that has been estimated around 6,5 million tonnes per year which is one of driving wheels of the national economic. But, what an ironic that the potential have not been ful...
ALL IN ONE TECHNIQUE VERSUS LICHTENSTEIN TECHNIQUE FOR TREATMENT OF INGUINAL HERNIA IN ZAGAZIG UNIVERSITY HOSPITALS.
Background/purpose: Lichtenstein mesh repair is the most common procedure used by surgeons for management of inguinal hernia due to its low recurrence rate and complications. However, post-operative complications like ch...