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 Physjournal_title
Medical engineering & physicsauthors
O'Mahony N,Florentino-Liano B,Carballo JJ,Baca-García E,Rodríguez AAdoi
10.1016/j.medengphy.2014.02.023subject
Has Abstractpub_date
2014-07-01 00:00:00pages
922-6issue
7eissn
1350-4533issn
1873-4030pii
S1350-4533(14)00045-9journal_volume
36pub_type
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