Title :
An intelligent system for classification of patients suffering from chronic diseases
Author :
Bellos, Christos ; Papadopoulos, Athanasios ; Fotiadis, Dimitrios I. ; Rosso, Roberto
Author_Institution :
Biomed. Res., FORTH BRI Found. for Res. & Technol. - Hellas, Ioannina, Greece
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
The CHRONIOUS system addresses a smart wearable platform, based on multi-parametric sensor data processing, for monitoring people suffering from chronic diseases in long-stay setting. Several signals are being recorded through wearable sensors and are stored together with additional information, entered by the patient. An Intelligent System, placed at a Smart Assistant Device, analyzes incoming data and facilitates data mining techniques resulting upon the severity of a health episode. Part of the Intelligent System is the Mental Support Tool, which calculates a Stress Index and classifies the mental condition and stress levels of the patient. An additional component aiming at the personalization of the Intelligent System´s Decision is the Profiler which defines several patients profiles and facilitates clustering techniques in order to associate each patient´s description with one of the predefined profiles.
Keywords :
data handling; data mining; diseases; expert systems; medical computing; patient care; patient monitoring; patient treatment; wearable computers; CHRONIOUS system; Intelligent System Profiler; Mental Support Tool; Smart Assistant Device; chronic diseases; data mining techniques; health episode severity; intelligent system; mental condition classification; multiparametric sensor data processing; patient classification; patient monitoring; patient stress levels; smart wearable platform; stress index; Artificial intelligence; Data mining; Diseases; Electrocardiography; Feature extraction; Stress; Training; Management chronic disease; Monitoring; Personalized treatment; Algorithms; Biomedical Engineering; Chronic Disease; Clothing; Computers; Decision Support Systems, Clinical; Equipment Design; Fuzzy Logic; Humans; Individualized Medicine; Materials Testing; Monitoring, Ambulatory; Software; Stress, Physiological; Stress, Psychological;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626314