Objective diagnosis of ADHD using IMUs.

Abstract:

:This work proposes the use of miniature wireless inertial sensors as an objective tool for the diagnosis of ADHD. The sensors, consisting of both accelerometers and gyroscopes to measure linear and rotational movement, respectively, are used to characterize the motion of subjects in the setting of a psychiatric consultancy. A support vector machine is used to classify a group of subjects as either ADHD or non-ADHD and a classification accuracy of greater than 95% has been achieved. Separate analyses of the motion data recorded during various activities throughout the visit to the psychiatric consultancy show that motion recorded during a continuous performance test (a forced concentration task) provides a better classification performance than that recorded during "free time".

journal_name

Med Eng Phys

authors

O'Mahony N,Florentino-Liano B,Carballo JJ,Baca-García E,Rodríguez AA

doi

10.1016/j.medengphy.2014.02.023

subject

Has Abstract

pub_date

2014-07-01 00:00:00

pages

922-6

issue

7

eissn

1350-4533

issn

1873-4030

pii

S1350-4533(14)00045-9

journal_volume

36

pub_type

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