About: Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus

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About: Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus Goto Sponge NotDistinct Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Deep Brain Stimulation (DBS) is a treatment routinely used to alleviate the symptoms of Parkinson's disease (PD). In this type of treatment, electrical pulses are applied through electrodes implanted into the basal ganglia of the patient. As the symptoms are not permanent in most patients, it is desirable to develop an on-demand stimulator, applying pulses only when onset of the symptoms is detected. This study evaluates a feature set created for the detection of tremor - a cardinal symptom of PD. The designed feature set was based on standard signal features and researched properties of the electrical signals recorded from subthalamic nucleus (STN) within the basal ganglia, which together included temporal, spectral, statistical, autocorrelation and fractal properties. The most characterized tremor related features were selected using statistical testing and backward algorithms then used for classification on unseen patient signals. Deep Brain Stimulation (DBS) is a treatment routinely used to alleviate the symptoms of Parkinson's disease (PD). In this type of treatment, electrical pulses are applied through electrodes implanted into the basal ganglia of the patient. As the symptoms are not permanent in most patients, it is desirable to develop an on-demand stimulator, applying pulses only when onset of the symptoms is detected. This study evaluates a feature set created for the detection of tremor - a cardinal symptom of PD. The designed feature set was based on standard signal features and researched properties of the electrical signals recorded from subthalamic nucleus (STN) within the basal ganglia, which together included temporal, spectral, statistical, autocorrelation and fractal properties. The most characterized tremor related features were selected using statistical testing and backward algorithms then used for classification on unseen patient signals. (en)
Title	Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus (en)
skos:prefLabel	Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus Features for Detection of Parkinson's Disease Tremor from Local Field Potentials of the Subthalamic Nucleus (en)
skos:notation	RIV/68407700:21230/10:00170101!RIV13-MSM-21230___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(GA309/09/1145), S
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Bakštein, Eduard
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	258919
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/10:00170101
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Parkinson's Disease; Deep Brain Stimulation; Tremor; Pattern Recognition; Feature Selection; Classification (en)
http://linked.open.../riv/klicoveSlovo	Feature Selection Deep Brain Stimulation Tremor Parkinson's Disease Pattern Recognition Classification
http://linked.open...ontrolniKodProRIV	[A570A4B2977C]
http://linked.open...v/mistoKonaniAkce	Berkshire
http://linked.open...i/riv/mistoVydani	Piscataway
http://linked.open...i/riv/nazevZdroje	Proceedings of 2010, 9th IEEE International Conference on Cybernetic Intelligent Systems
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	5 (xsd:int)
http://linked.open...vavai/riv/projekt	Mechanisms of deep brain stimulation: Role of the subthalamus in motor, visual and affective processing
http://linked.open...UplatneniVysledku	2010
http://linked.open...iv/tvurceVysledku	Bakštein, Eduard Aziz, T. Burgess, J. Stavdahl, O. Warwick, K.
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2010-09-01 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	IEEE
https://schema.org/isbn	978-1-4244-9023-3
http://localhost/t...ganizacniJednotka	21230

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