<mods:mods xmlns:mods="http://www.loc.gov/mods/v3" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-7.xsd"><mods:titleInfo><mods:title>Decoding Biomarkers of Parkinson’s Disease Using Convolutional Regression Networks</mods:title></mods:titleInfo><mods:abstract>The applications of convolutional neural networks (CNN) are nearly endless. As a popular method for image classification, they have demonstrated the ability to categorize Parkinson’s symptomology using neurophysiologic spectral data as inputs. Regression networks, whose outputs are continuous versus categorical or binary, can potentially be a precise tool for identifying neural biomarkers of disease. Insights into such features may advance the implementation of closed-loop deep brain stimulation (DBS).</mods:abstract><mods:name><mods:namePart>Lee, Shane</mods:namePart><mods:role><mods:roleTerm authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/aut">Author</mods:roleTerm></mods:role></mods:name><mods:name><mods:namePart>Liu, David</mods:namePart><mods:role><mods:roleTerm authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/aut">Author</mods:roleTerm></mods:role></mods:name><mods:name><mods:namePart>Zheng, Bryan</mods:namePart><mods:role><mods:roleTerm authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/aut">Author</mods:roleTerm></mods:role></mods:name><mods:name><mods:namePart>Asaad, Wael</mods:namePart><mods:role><mods:roleTerm authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/aut">Author</mods:roleTerm></mods:role></mods:name><mods:name type="corporate"><mods:namePart>Brown University. Alpert Medical School. Scholarly Concentration Program. Non-Scholarly Concentrator</mods:namePart><mods:role><mods:roleTerm type="text">research program</mods:roleTerm></mods:role></mods:name><mods:subject authority="fast" authorityURI="http://id.worldcat.org/fast" valueURI="http://id.worldcat.org/fast/01036260"><mods:topic>Neural networks (Computer science)</mods:topic></mods:subject><mods:subject authority="fast" authorityURI="http://id.worldcat.org/fast" valueURI="http://id.worldcat.org/fast/01053693"><mods:topic>Parkinson's disease</mods:topic></mods:subject><mods:subject authority="fast" authorityURI="http://id.worldcat.org/fast" valueURI="http://id.worldcat.org/fast/00872004"><mods:topic>Computational neuroscience</mods:topic></mods:subject><mods:language><mods:languageTerm type="text" authority="iso639-2b">English</mods:languageTerm></mods:language><mods:originInfo><mods:dateCreated keyDate="yes" encoding="w3cdtf">2020</mods:dateCreated></mods:originInfo><mods:note displayLabel="Scholarly concentration">Non-Scholarly Concentrator</mods:note><mods:accessCondition type="use and reproduction" xlink:href="">All rights reserved</mods:accessCondition><mods:accessCondition type="logo" xlink:href=""/><mods:identifier type="doi">10.26300/0236-vc19</mods:identifier></mods:mods>