Title :
Multivariate classification of cardiac autonomic function and echocardiographic abnormalities
Author :
Granasen, Gabriel ; Wiklund, Urban
Author_Institution :
Radiat. Sci., Umea Univ., Umea, Sweden
Abstract :
Abnormalities in the function, physiology and the regulation of the heart can be diagnosed using echocardiography (ECHO) and analysis of heart rate variability (HRV). Patients with transthyretin amyloidosis often present increased wall thickness in the myocardium and/or autonomic dysfunction. We used a novel approach to analyse the relationship between these findings, using a combination of dimension reduction techniques and model based clustering.
Keywords :
echocardiography; medical disorders; HRV analysis; autonomic dysfunction; cardiac autonomic function; dimension reduction techniques; echocardiographic abnormalities; heart rate variability analysis; heart regulation; model based clustering; multivariate classification; myocardium dysfunction; transthyretin amyloidosis; Analytical models; Correlation; Diseases; Heart rate variability; Loading; Principal component analysis;
Conference_Titel :
Computing in Cardiology Conference (CinC), 2013
Conference_Location :
Zaragoza
Print_ISBN :
978-1-4799-0884-4