Support Vector Machine

Cuffless Hypertension Detection using Swarm Support Vector Machine Utilizing Photoplethysmogram and Electrocardiogram

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Background: Hypertension is associated with severe complications, and its detection is important to provide early information about a hypertension event, which is essential to prevent further complications. Objective: This study aimed to investigate a strategy for hypertension detection without a cuff using parameters of bioelectric signals, i.e., Electrocardiogram (ECG), Photoplethysmogram (PPG,) and an algorithm of … Read more

Identification of high blood pressure using support vector machine and time-domain heart rate variability from photoplethysmography

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Abstract: Hypertension is one of the serious threats to human health by accelerating the cardiovascular disease. The way to prevent hypertension complications is to detect and prevent high blood pressure. This study aimed to identify hypertension using photoplethysmography (PPG) records. The method used time-domain Heart Rate Variability (HRV) from PPG. It used a Support Vector … Read more

Heart Rate Variability of Photoplethysmography for Hypertension Detection Using Support Vector Machine

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Abstract: Early detection of hypertension is essential as it is a common chronic age-related disease often associated with debilitating cardiovascular complications. The aim of this article is to find the best accuracy performance in detecting hypertension. This article introduced a method for hypertension detection without a cuff using parameters of photoplethysmography (PPG) and support vector … Read more