ParkinsonFranceV1, Main, Exploration, bibRecord, 000732

Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients

Identifieur interne : 000732 ( Main/Exploration ); précédent : 000731; suivant : 000733

Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients

Auteurs : Nahed Jalloul [France] ; Fabienne Porée [France] ; Geoffrey Viardot [France] ; Philippe L'Hostis [France] ; Guy Carrault [France]

Source :

RBID : Hal:hal-01380119

Abstract

Recent advances in wearable sensing technologies have favored the search for reliable and objective methods of estimating motor symptoms and complications of Parkinson's disease (PD). In this paper, we present a complete system of motor assessment composed of Shimmer3 inertial measurement modules aimed to classify a series of daily life activities performed by PD patients and detect the occurrence of Levodopa Induced Dyskinesia (LID). Feature selection methods are implemented on datasets collected from nine healthy individuals and 2 PD patients in order to determine the most relevant module positions with respect to activity classification and detection of LID. Classifying activities resulted in an overall accuracy of 88.05% in healthy individuals and 85.87% in PD patients, while detection of dyskinesia yielded 83.89%. The lowered performance is likely to be caused by the difficulty of classifying PD patients' activities due to presence of motor dysfunction.

Url:

https://hal-univ-rennes1.archives-ouvertes.fr/hal-01380119

Affiliations:

Links toward previous steps (curation, corpus...)

to stream Hal, to step Corpus: 000425
to stream Hal, to step Curation: 000425
to stream Hal, to step Checkpoint: 000206
to stream Main, to step Merge: 000735
to stream Main, to step Curation: 000732

Le document en format XML

<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients</title>
<author><name sortKey="Jalloul, Nahed" sort="Jalloul, Nahed" uniqKey="Jalloul N" first="Nahed" last="Jalloul">Nahed Jalloul</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
<author><name sortKey="Poree, Fabienne" sort="Poree, Fabienne" uniqKey="Poree F" first="Fabienne" last="Porée">Fabienne Porée</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
<author><name sortKey="Viardot, Geoffrey" sort="Viardot, Geoffrey" uniqKey="Viardot G" first="Geoffrey" last="Viardot">Geoffrey Viardot</name>
<affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-452223" status="INCOMING"><orgName>Biotrial</orgName>
<desc><address><addrLine>Rennes</addrLine>
<country key="FR"></country>
</address>
</desc>
</hal:affiliation>
<country>France</country>
</affiliation>
</author>
<author><name sortKey="L Hostis, Philippe" sort="L Hostis, Philippe" uniqKey="L Hostis P" first="Philippe" last="L'Hostis">Philippe L'Hostis</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-192736" status="VALID"><orgName>Biotrial</orgName>
<desc><address><addrLine>rue Jean-Louis Bertrand Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.biotrial.com/</ref>
</desc>
<listRelation><relation active="#struct-302139" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-302139" type="direct"><org type="institution" xml:id="struct-302139" status="VALID"><orgName>Biotrial</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
</affiliation>
</author>
<author><name sortKey="Carrault, Guy" sort="Carrault, Guy" uniqKey="Carrault G" first="Guy" last="Carrault">Guy Carrault</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">HAL</idno>
<idno type="RBID">Hal:hal-01380119</idno>
<idno type="halId">hal-01380119</idno>
<idno type="halUri">https://hal-univ-rennes1.archives-ouvertes.fr/hal-01380119</idno>
<idno type="url">https://hal-univ-rennes1.archives-ouvertes.fr/hal-01380119</idno>
<date when="2015">2015</date>
<idno type="wicri:Area/Hal/Corpus">000425</idno>
<idno type="wicri:Area/Hal/Curation">000425</idno>
<idno type="wicri:Area/Hal/Checkpoint">000206</idno>
<idno type="wicri:explorRef" wicri:stream="Hal" wicri:step="Checkpoint">000206</idno>
<idno type="wicri:Area/Main/Merge">000735</idno>
<idno type="wicri:Area/Main/Curation">000732</idno>
<idno type="wicri:Area/Main/Exploration">000732</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en">Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients</title>
<author><name sortKey="Jalloul, Nahed" sort="Jalloul, Nahed" uniqKey="Jalloul N" first="Nahed" last="Jalloul">Nahed Jalloul</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
<author><name sortKey="Poree, Fabienne" sort="Poree, Fabienne" uniqKey="Poree F" first="Fabienne" last="Porée">Fabienne Porée</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
<author><name sortKey="Viardot, Geoffrey" sort="Viardot, Geoffrey" uniqKey="Viardot G" first="Geoffrey" last="Viardot">Geoffrey Viardot</name>
<affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-452223" status="INCOMING"><orgName>Biotrial</orgName>
<desc><address><addrLine>Rennes</addrLine>
<country key="FR"></country>
</address>
</desc>
</hal:affiliation>
<country>France</country>
</affiliation>
</author>
<author><name sortKey="L Hostis, Philippe" sort="L Hostis, Philippe" uniqKey="L Hostis P" first="Philippe" last="L'Hostis">Philippe L'Hostis</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-192736" status="VALID"><orgName>Biotrial</orgName>
<desc><address><addrLine>rue Jean-Louis Bertrand Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.biotrial.com/</ref>
</desc>
<listRelation><relation active="#struct-302139" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-302139" type="direct"><org type="institution" xml:id="struct-302139" status="VALID"><orgName>Biotrial</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
</affiliation>
</author>
<author><name sortKey="Carrault, Guy" sort="Carrault, Guy" uniqKey="Carrault G" first="Guy" last="Carrault">Guy Carrault</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-182223" status="VALID"><orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
<orgName type="acronym">LTSI</orgName>
<desc><address><addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.ltsi.univ-rennes1.fr</ref>
</desc>
<listRelation><relation name="U1099" active="#struct-303623" type="direct"></relation>
<relation active="#struct-105160" type="direct"></relation>
</listRelation>
<tutelles><tutelle name="U1099" active="#struct-303623" type="direct"><org type="institution" xml:id="struct-303623" status="VALID">  <idno type="IdRef">026388278</idno>
  <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
  <orgName type="acronym">INSERM</orgName>
  <desc>    <address>      <addrLine>101, rue de Tolbiac, 75013 Paris </addrLine>
      <country key="FR"></country>
    </address>
    <ref type="url">http://www.inserm.fr</ref>
  </desc>
</org>
</tutelle>
<tutelle active="#struct-105160" type="direct"><org type="institution" xml:id="struct-105160" status="VALID"><orgName>Université de Rennes 1</orgName>
<orgName type="acronym">UR1</orgName>
<desc><address><addrLine>2 rue du Thabor - CS 46510 - 35065 Rennes cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rennes1.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rennes</settlement>
<region type="region" nuts="2">Région Bretagne</region>
</placeName>
<orgName type="university">Université de Rennes 1</orgName>
<orgName type="institution" wicri:auto="newGroup">Université européenne de Bretagne</orgName>
</affiliation>
</author>
</analytic>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass></textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">Recent advances in wearable sensing technologies have favored the search for reliable and objective methods of estimating motor symptoms and complications of Parkinson's disease (PD). In this paper, we present a complete system of motor assessment composed of Shimmer3 inertial measurement modules aimed to classify a series of daily life activities performed by PD patients and detect the occurrence of Levodopa Induced Dyskinesia (LID). Feature selection methods are implemented on datasets collected from nine healthy individuals and 2 PD patients in order to determine the most relevant module positions with respect to activity classification and detection of LID. Classifying activities resulted in an overall accuracy of 88.05% in healthy individuals and 85.87% in PD patients, while detection of dyskinesia yielded 83.89%. The lowered performance is likely to be caused by the difficulty of classifying PD patients' activities due to presence of motor dysfunction.</div>
</front>
</TEI>
<affiliations><list><country><li>France</li>
</country>
<region><li>Région Bretagne</li>
</region>
<settlement><li>Rennes</li>
</settlement>
<orgName><li>Université de Rennes 1</li>
<li>Université européenne de Bretagne</li>
</orgName>
</list>
<tree><country name="France"><region name="Région Bretagne"><name sortKey="Jalloul, Nahed" sort="Jalloul, Nahed" uniqKey="Jalloul N" first="Nahed" last="Jalloul">Nahed Jalloul</name>
</region>
<name sortKey="Carrault, Guy" sort="Carrault, Guy" uniqKey="Carrault G" first="Guy" last="Carrault">Guy Carrault</name>
<name sortKey="L Hostis, Philippe" sort="L Hostis, Philippe" uniqKey="L Hostis P" first="Philippe" last="L'Hostis">Philippe L'Hostis</name>
<name sortKey="Poree, Fabienne" sort="Poree, Fabienne" uniqKey="Poree F" first="Fabienne" last="Porée">Fabienne Porée</name>
<name sortKey="Viardot, Geoffrey" sort="Viardot, Geoffrey" uniqKey="Viardot G" first="Geoffrey" last="Viardot">Geoffrey Viardot</name>
</country>
</tree>
</affiliations>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Wicri/Sante/explor/ParkinsonFranceV1/Data/Main/Exploration

HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000732 | SxmlIndent | more

HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000732 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Wicri/Sante
   |area=    ParkinsonFranceV1
   |flux=    Main
   |étape=   Exploration
   |type=    RBID
   |clé=     Hal:hal-01380119
   |texte=   Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients
}}

This area was generated with Dilib version V0.6.29.
Data generation: Wed May 17 19:46:39 2017. Site generation: Mon Mar 4 15:48:15 2024

	La maladie de Parkinson en France (serveur d'exploration)
	Attention, ce site est en cours de développement ! Attention, site généré par des moyens informatiques à partir de corpus bruts. Les informations ne sont donc pas validées.

La maladie de Parkinson en France (serveur d'exploration)

Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients

Feature Selection for Activity Classification and Dyskinesia Detection in Parkinson's Disease Patients

Source :

Abstract

Links toward previous steps (curation, corpus...)

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri