RespiDiag: a Case-Based Reasoning System for the Diagnosis of Chronic Obstructive Pulmonary Disease
Identifieur interne : 000C85 ( Main/Exploration ); précédent : 000C84; suivant : 000C86RespiDiag: a Case-Based Reasoning System for the Diagnosis of Chronic Obstructive Pulmonary Disease
Auteurs : Souad Guessoum [Algérie] ; Mohamed Tayeb Laskri [Algérie] ; Jean Lieber [France]Source :
- Expert Systems with Applications [ 0957-4174 ] ; 2014-02-01.
English descriptors
- mix :
Abstract
In this paper a decision support system for the diagnosis of a very serious respiratory disease caused by tobacco and named the chronic obstructive pulmonary disease is presented. The system is based on case-based reasoning principles and gathers the experience of experts of the pneumology department of Dorban Hospital (Annaba, Algeria). A critical issue about the case base is that some values of the features are missing in most cases. Five approaches for managing this problem of missing data are proposed. Three of them allow evaluating the similarity despite the missing information. The two other approaches are proposed for filling the voids by plausible values using a statistical method and the principle of case-based reasoning itself.
Url:
DOI: 10.1016/j.eswa.2013.05.065
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Hal, to step Corpus: 004171
- to stream Hal, to step Curation: 004171
- to stream Hal, to step Checkpoint: 000C30
- to stream Main, to step Merge: 000C93
- to stream Main, to step Curation: 000C85
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">RespiDiag: a Case-Based Reasoning System for the Diagnosis of Chronic Obstructive Pulmonary Disease</title><author><name sortKey="Guessoum, Souad" sort="Guessoum, Souad" uniqKey="Guessoum S" first="Souad" last="Guessoum">Souad Guessoum</name><affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-300650" status="VALID"><orgName>Université Badji Mokhtar [Annaba]</orgName><desc><address><addrLine>BP 12, 23000, Annaba</addrLine><country key="DZ"></country></address><ref type="url">http://www.univ-annaba.dz/</ref></desc></hal:affiliation><country>Algérie</country></affiliation></author><author><name sortKey="Laskri, Mohamed Tayeb" sort="Laskri, Mohamed Tayeb" uniqKey="Laskri M" first="Mohamed Tayeb" last="Laskri">Mohamed Tayeb Laskri</name><affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-300650" status="VALID"><orgName>Université Badji Mokhtar [Annaba]</orgName><desc><address><addrLine>BP 12, 23000, Annaba</addrLine><country key="DZ"></country></address><ref type="url">http://www.univ-annaba.dz/</ref></desc></hal:affiliation><country>Algérie</country></affiliation></author><author><name sortKey="Lieber, Jean" sort="Lieber, Jean" uniqKey="Lieber J" first="Jean" last="Lieber">Jean Lieber</name><affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-205125" status="VALID"><idno type="RNSR">200818291B</idno><orgName>Knowledge representation, reasonning</orgName><orgName type="acronym">ORPAILLEUR</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.inria.fr/equipes/orpailleur</ref></desc><listRelation><relation active="#struct-129671" type="direct"></relation><relation active="#struct-300009" type="indirect"></relation><relation active="#struct-423086" type="direct"></relation><relation active="#struct-206040" type="indirect"></relation><relation active="#struct-413289" type="indirect"></relation><relation name="UMR7503" active="#struct-441569" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-129671" type="direct"><org type="laboratory" xml:id="struct-129671" status="VALID"><idno type="RNSR">198618246Y</idno><orgName>INRIA Nancy - Grand Est</orgName><desc><address><addrLine>615 rue du Jardin Botanique 54600 Villers-lès-Nancy</addrLine><country key="FR"></country></address><ref type="url">http://www.inria.fr/nancy</ref></desc><listRelation><relation active="#struct-300009" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-300009" type="indirect"><org type="institution" xml:id="struct-300009" status="VALID"><orgName>Institut National de Recherche en Informatique et en Automatique</orgName><orgName type="acronym">Inria</orgName><desc><address><addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.inria.fr/en/</ref></desc></org></tutelle><tutelle active="#struct-423086" type="direct"><org type="department" xml:id="struct-423086" status="VALID"><orgName>Department of Natural Language Processing & Knowledge Discovery</orgName><orgName type="acronym">LORIA - NLPKD</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.loria.fr/la-recherche-en/departements/Knowledge-and-Language-Management</ref></desc><listRelation><relation active="#struct-206040" type="direct"></relation><relation active="#struct-300009" type="indirect"></relation><relation active="#struct-413289" type="indirect"></relation><relation name="UMR7503" active="#struct-441569" type="indirect"></relation></listRelation></org></tutelle><tutelle active="#struct-206040" type="indirect"><org type="laboratory" xml:id="struct-206040" status="VALID"><idno type="IdRef">067077927</idno><idno type="RNSR">198912571S</idno><idno type="IdUnivLorraine">[UL]RSI--</idno><orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName><orgName type="acronym">LORIA</orgName><date type="start">2012-01-01</date><desc><address><addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.loria.fr</ref></desc><listRelation><relation active="#struct-300009" type="direct"></relation><relation active="#struct-413289" type="direct"></relation><relation name="UMR7503" active="#struct-441569" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-413289" type="indirect"><org type="institution" xml:id="struct-413289" status="VALID"><idno type="IdRef">157040569</idno><idno type="IdUnivLorraine">[UL]100--</idno><orgName>Université de Lorraine</orgName><orgName type="acronym">UL</orgName><date type="start">2012-01-01</date><desc><address><addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lorraine.fr/</ref></desc></org></tutelle><tutelle name="UMR7503" active="#struct-441569" type="indirect"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="ISNI">0000000122597504</idno><idno type="IdRef">02636817X</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Nancy</settlement><settlement type="city">Metz</settlement><region type="region" nuts="2">Grand Est</region><region type="old region" nuts="2">Lorraine (région)</region></placeName><orgName type="university">Université de Lorraine</orgName></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">HAL</idno><idno type="RBID">Hal:hal-00912641</idno><idno type="halId">hal-00912641</idno><idno type="halUri">https://hal.inria.fr/hal-00912641</idno><idno type="url">https://hal.inria.fr/hal-00912641</idno><idno type="doi">10.1016/j.eswa.2013.05.065</idno><date when="2014-02-01">2014-02-01</date><idno type="wicri:Area/Hal/Corpus">004171</idno><idno type="wicri:Area/Hal/Curation">004171</idno><idno type="wicri:Area/Hal/Checkpoint">000C30</idno><idno type="wicri:explorRef" wicri:stream="Hal" wicri:step="Checkpoint">000C30</idno><idno type="wicri:doubleKey">0957-4174:2014:Guessoum S:respidiag:a:case</idno><idno type="wicri:Area/Main/Merge">000C93</idno><idno type="wicri:Area/Main/Curation">000C85</idno><idno type="wicri:Area/Main/Exploration">000C85</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en">RespiDiag: a Case-Based Reasoning System for the Diagnosis of Chronic Obstructive Pulmonary Disease</title><author><name sortKey="Guessoum, Souad" sort="Guessoum, Souad" uniqKey="Guessoum S" first="Souad" last="Guessoum">Souad Guessoum</name><affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-300650" status="VALID"><orgName>Université Badji Mokhtar [Annaba]</orgName><desc><address><addrLine>BP 12, 23000, Annaba</addrLine><country key="DZ"></country></address><ref type="url">http://www.univ-annaba.dz/</ref></desc></hal:affiliation><country>Algérie</country></affiliation></author><author><name sortKey="Laskri, Mohamed Tayeb" sort="Laskri, Mohamed Tayeb" uniqKey="Laskri M" first="Mohamed Tayeb" last="Laskri">Mohamed Tayeb Laskri</name><affiliation wicri:level="1"><hal:affiliation type="institution" xml:id="struct-300650" status="VALID"><orgName>Université Badji Mokhtar [Annaba]</orgName><desc><address><addrLine>BP 12, 23000, Annaba</addrLine><country key="DZ"></country></address><ref type="url">http://www.univ-annaba.dz/</ref></desc></hal:affiliation><country>Algérie</country></affiliation></author><author><name sortKey="Lieber, Jean" sort="Lieber, Jean" uniqKey="Lieber J" first="Jean" last="Lieber">Jean Lieber</name><affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-205125" status="VALID"><idno type="RNSR">200818291B</idno><orgName>Knowledge representation, reasonning</orgName><orgName type="acronym">ORPAILLEUR</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.inria.fr/equipes/orpailleur</ref></desc><listRelation><relation active="#struct-129671" type="direct"></relation><relation active="#struct-300009" type="indirect"></relation><relation active="#struct-423086" type="direct"></relation><relation active="#struct-206040" type="indirect"></relation><relation active="#struct-413289" type="indirect"></relation><relation name="UMR7503" active="#struct-441569" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-129671" type="direct"><org type="laboratory" xml:id="struct-129671" status="VALID"><idno type="RNSR">198618246Y</idno><orgName>INRIA Nancy - Grand Est</orgName><desc><address><addrLine>615 rue du Jardin Botanique 54600 Villers-lès-Nancy</addrLine><country key="FR"></country></address><ref type="url">http://www.inria.fr/nancy</ref></desc><listRelation><relation active="#struct-300009" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-300009" type="indirect"><org type="institution" xml:id="struct-300009" status="VALID"><orgName>Institut National de Recherche en Informatique et en Automatique</orgName><orgName type="acronym">Inria</orgName><desc><address><addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.inria.fr/en/</ref></desc></org></tutelle><tutelle active="#struct-423086" type="direct"><org type="department" xml:id="struct-423086" status="VALID"><orgName>Department of Natural Language Processing & Knowledge Discovery</orgName><orgName type="acronym">LORIA - NLPKD</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.loria.fr/la-recherche-en/departements/Knowledge-and-Language-Management</ref></desc><listRelation><relation active="#struct-206040" type="direct"></relation><relation active="#struct-300009" type="indirect"></relation><relation active="#struct-413289" type="indirect"></relation><relation name="UMR7503" active="#struct-441569" type="indirect"></relation></listRelation></org></tutelle><tutelle active="#struct-206040" type="indirect"><org type="laboratory" xml:id="struct-206040" status="VALID"><idno type="IdRef">067077927</idno><idno type="RNSR">198912571S</idno><idno type="IdUnivLorraine">[UL]RSI--</idno><orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName><orgName type="acronym">LORIA</orgName><date type="start">2012-01-01</date><desc><address><addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.loria.fr</ref></desc><listRelation><relation active="#struct-300009" type="direct"></relation><relation active="#struct-413289" type="direct"></relation><relation name="UMR7503" active="#struct-441569" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-413289" type="indirect"><org type="institution" xml:id="struct-413289" status="VALID"><idno type="IdRef">157040569</idno><idno type="IdUnivLorraine">[UL]100--</idno><orgName>Université de Lorraine</orgName><orgName type="acronym">UL</orgName><date type="start">2012-01-01</date><desc><address><addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lorraine.fr/</ref></desc></org></tutelle><tutelle name="UMR7503" active="#struct-441569" type="indirect"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="ISNI">0000000122597504</idno><idno type="IdRef">02636817X</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Nancy</settlement><settlement type="city">Metz</settlement><region type="region" nuts="2">Grand Est</region><region type="old region" nuts="2">Lorraine (région)</region></placeName><orgName type="university">Université de Lorraine</orgName></affiliation></author></analytic><idno type="DOI">10.1016/j.eswa.2013.05.065</idno><series><title level="j">Expert Systems with Applications</title><idno type="ISSN">0957-4174</idno><imprint><date type="datePub">2014-02-01</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>case-based reasoning</term><term>chronic obstructive pulmonary disease</term><term>decision making support system</term><term>diagnosis</term><term>managing missing data</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">In this paper a decision support system for the diagnosis of a very serious respiratory disease caused by tobacco and named the chronic obstructive pulmonary disease is presented. The system is based on case-based reasoning principles and gathers the experience of experts of the pneumology department of Dorban Hospital (Annaba, Algeria). A critical issue about the case base is that some values of the features are missing in most cases. Five approaches for managing this problem of missing data are proposed. Three of them allow evaluating the similarity despite the missing information. The two other approaches are proposed for filling the voids by plausible values using a statistical method and the principle of case-based reasoning itself.</div></front></TEI><affiliations><list><country><li>Algérie</li><li>France</li></country><region><li>Grand Est</li><li>Lorraine (région)</li></region><settlement><li>Metz</li><li>Nancy</li></settlement><orgName><li>Université de Lorraine</li></orgName></list><tree><country name="Algérie"><noRegion><name sortKey="Guessoum, Souad" sort="Guessoum, Souad" uniqKey="Guessoum S" first="Souad" last="Guessoum">Souad Guessoum</name></noRegion><name sortKey="Laskri, Mohamed Tayeb" sort="Laskri, Mohamed Tayeb" uniqKey="Laskri M" first="Mohamed Tayeb" last="Laskri">Mohamed Tayeb Laskri</name></country><country name="France"><region name="Grand Est"><name sortKey="Lieber, Jean" sort="Lieber, Jean" uniqKey="Lieber J" first="Jean" last="Lieber">Jean Lieber</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Lorraine/explor/InforLorV4/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000C85 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000C85 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/Lorraine
|area= InforLorV4
|flux= Main
|étape= Exploration
|type= RBID
|clé= Hal:hal-00912641
|texte= RespiDiag: a Case-Based Reasoning System for the Diagnosis of Chronic Obstructive Pulmonary Disease
}}
| This area was generated with Dilib version V0.6.33. |  |