Parkinsonian Tremor Identification with Multiple Local Field Potential Feature Classification

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F12%3A00194267" target="_blank" >RIV/68407700:21230/12:00194267 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.1016/j.jneumeth.2012.06.027" target="_blank" >http://dx.doi.org/10.1016/j.jneumeth.2012.06.027</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1016/j.jneumeth.2012.06.027" target="_blank" >10.1016/j.jneumeth.2012.06.027</a>

Result language

angličtina

Original language name

Parkinsonian Tremor Identification with Multiple Local Field Potential Feature Classification

Original language description

This paper explores the development of multi-feature classification techniques used to identify tremor-related characteristics in the Parkinsonian patient. Local field potentials were recorded from the subthalamic nucleus and the globus pallidus internusof eight Parkinsonian patients through the implanted electrodes of a Deep brain stimulation (DBS) device prior to device internalization.A range of signal processing techniques were evaluated with respect to their tremor detection capability and used asinputs in a multi-feature neural network classifier to identify the activity of Parkinsonian tremor. The results of this study show that a trained multi-feature neural network is able, under certain conditions, to achieve excellent detection accuracy onpatients unseen during training. Overall the tremor detection accuracy was mixed, although an accuracy of over 86% was achieved in four out of the eight patients.

Czech name

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Czech description

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Type

J_x - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

CEP classification

JD - Use of computers, robotics and its application

OECD FORD branch

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Project

<a href="/en/project/GA309%2F09%2F1145" target="_blank" >GA309/09/1145: Mechanisms of deep brain stimulation: Role of the subthalamus in motor, visual and affective processing</a><br>

Continuities

S - Specificky vyzkum na vysokych skolach

Publication year

2012

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Name of the periodical

Journal of Neuroscience Methods

ISSN

0165-0270

e-ISSN

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Volume of the periodical

2

Issue of the periodical within the volume

209

Country of publishing house

NL - THE KINGDOM OF THE NETHERLANDS

Number of pages

11

Pages from-to

320-330

UT code for WoS article

000308897900007

EID of the result in the Scopus database

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