Sleep Apnea Detection using Heart Rate Variability and Classifiers
Journal Title: Elysium Journal of Engineering Research and Management - Year 2017, Vol 4, Issue 6
Abstract
The Obstructive Sleep Apnea (OSA) or Obstructive Sleep Apnea Syndrome (OSAS) is the sleeping disorder causing the pause in breathing process or a very low breathing rate while sleeping. The standard technique for analyzing Obstructive Sleep Apnea is called Polosmonography (PSG), which needs an overnight stay in sleep Labs, which is very costly and inconvenient. Alternatively Electrocardiogram (ECG) signal is very promising for OSA detection. An automated classification algorithm is presented in this paper which can deal with short time duration data of an ECG Signal Heart Rate Variability (HRV), from which temporal features are extracted and these extracted features are used in classification. The classification technique being used is based on Support Vector Machine (SVM), trained and tested for data taken from Physionet.org. Resulting algorithm has a high accuracy up to 86.025% and a less processing time.
Authors and Affiliations
Humaira Batool
Keywords
Related Articles
- EP ID EP364026
- DOI -
- Views 103
- Downloads 0
A Survey on Several Techniques Used To Detect Selfish Node in MANET
Mobile Adhoc Network is a continuously self-configuring, infrastructure-less network of mobile devices connected without wires. Each device in a MANET is free to move independently in any direction, and will therefore ch...
EMPLOYMENT CHANCE PREDICTION BASED ON DECISION TREES AND NAIVE BAYES CLASSIFIER USING DATA MINING TECHNIQUES
Data Mining is the non-trivial extract information from a data set and transforms it into an understandable structure for further use. Data mining is the search for the relationship and global pattern that exi...
Brain Tumor Classification Using Machine Learning Algorithms
A brain tumor is a collection of tissue that is grouped by a gradual addition of anomalous cells and it is important to classify brain tumors from the magnetic resonance imaging (MRI) for treatment. Human investigation i...
ENERGY ALERT SECURE ROUTING PROTOCOL FOR IMPROVING QOS IN WIRELESS MEDICAL SENSOR NETWORK
The security and privacy protection of the collected data is a major unsolved issue, with challenges coming from stringent resource constraints of MSN devices, and the high demand for both s...
ADAPTIVE CERTIFICATE-BASED AUTHENTICATION PROTOCOL FOR MOBILE GRID INFRASTRUCTURE
Mobile Grid Computing is an environment that allows sharing and coordinated use of diverse resources in dynamic, heterogeneous and distributed environment using different types of electronic portable devices. In a Grid e...