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Computer Sciences Commons

Open Access. Powered by Scholars. Published by Universities.®

University of Central Florida

Electronic Theses and Dissertations

Theses/Dissertations

2014

Attention deficit hyperactive disorder; functional magnetic resonance imaging; structural magnetic resonance imaging; bag of words; multidimensional scaling; attributed graph; support vector machine; principal component analysis; linear discriminative analysis; convolutional neural network

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Automatic Detection Of Brain Functional Disorder Using Imaging Data, Soumyabrata Dey Jan 2014

Automatic Detection Of Brain Functional Disorder Using Imaging Data, Soumyabrata Dey

Electronic Theses and Dissertations

Recently, Attention Deficit Hyperactive Disorder (ADHD) is getting a lot of attention mainly for two reasons. First, it is one of the most commonly found childhood behavioral disorders. Around 5-10% of the children all over the world are diagnosed with ADHD. Second, the root cause of the problem is still unknown and therefore no biological measure exists to diagnose ADHD. Instead, doctors need to diagnose it based on the clinical symptoms, such as inattention, impulsivity and hyperactivity, which are all subjective. Functional Magnetic Resonance Imaging (fMRI) data has become a popular tool to understand the functioning of the brain such …