NBM and WNBM: Algorithms and Evaluation for Personalizing Information Retrieval in METIORE
Identifieur interne : 004C21 ( Main/Exploration ); précédent : 004C20; suivant : 004C22NBM and WNBM: Algorithms and Evaluation for Personalizing Information Retrieval in METIORE
Auteurs : David Bueno [Espagne] ; Ricardo Conejo [Espagne] ; Amos A. David [France] ; Cristina Carmona [Espagne]Source :
- Lecture Notes in Computer Science [ 0302-9743 ]
English descriptors
- mix :
Abstract
Abstract: The current Information Retrieval Systems return hundreds or thousands of documents in response to a query. Users consider only the first 20 or 30, but documents are often sorted according to the query and the results are perhaps not relevant to the users’ needs. This situation is even more problematic when non expert users have difficulties in expressing their information requirements. One solution to this problem could be the use of a user model which would complement the query in order to find the best solutions for the user. Most personalized retrieval systems have a single user model for each user which works on the basis that this user will have always the same information needs. Our proposal however is a personalization method based on the current objective of the user. To this end, we have developed two probabilistic algorithms NBM and WNBM which support different kinds of multi parameter databases and in this paper we present new experiments with these algorithms in METIORE to validate our proposal.
Url:
DOI: 10.1007/978-3-540-74829-8_125
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Istex, to step Corpus: 002E12
- to stream Istex, to step Curation: 002D75
- to stream Istex, to step Checkpoint: 001006
- to stream Hal, to step Corpus: 003487
- to stream Hal, to step Curation: 003487
- to stream Hal, to step Checkpoint: 003863
- to stream Main, to step Merge: 004D55
- to stream Main, to step Curation: 004C21
Le document en format XML
<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">NBM and WNBM: Algorithms and Evaluation for Personalizing Information Retrieval in METIORE</title><author><name sortKey="Bueno, David" sort="Bueno, David" uniqKey="Bueno D" first="David" last="Bueno">David Bueno</name></author><author><name sortKey="Conejo, Ricardo" sort="Conejo, Ricardo" uniqKey="Conejo R" first="Ricardo" last="Conejo">Ricardo Conejo</name></author><author><name sortKey="David, Amos A" sort="David, Amos A" uniqKey="David A" first="Amos A." last="David">Amos A. David</name></author><author><name sortKey="Carmona, Cristina" sort="Carmona, Cristina" uniqKey="Carmona C" first="Cristina" last="Carmona">Cristina Carmona</name></author></titleStmt><publicationStmt><idno type="wicri:source">ISTEX</idno><idno type="RBID">ISTEX:C2994DC76295451AA570F570D4E99ADA715E0FBC</idno><date when="2007" year="2007">2007</date><idno type="doi">10.1007/978-3-540-74829-8_125</idno><idno type="url">https://api.istex.fr/ark:/67375/HCB-KJ1KZ9KV-P/fulltext.pdf</idno><idno type="wicri:Area/Istex/Corpus">002E12</idno><idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Corpus" wicri:corpus="ISTEX">002E12</idno><idno type="wicri:Area/Istex/Curation">002D75</idno><idno type="wicri:Area/Istex/Checkpoint">001006</idno><idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Checkpoint">001006</idno><idno type="wicri:doubleKey">0302-9743:2007:Bueno D:nbm:and:wnbm</idno><idno type="wicri:source">HAL</idno><idno type="RBID">Hal:inria-00166290</idno><idno type="url">https://hal.inria.fr/inria-00166290</idno><idno type="wicri:Area/Hal/Corpus">003487</idno><idno type="wicri:Area/Hal/Curation">003487</idno><idno type="wicri:Area/Hal/Checkpoint">003863</idno><idno type="wicri:explorRef" wicri:stream="Hal" wicri:step="Checkpoint">003863</idno><idno type="wicri:Area/Main/Merge">004D55</idno><idno type="wicri:Area/Main/Curation">004C21</idno><idno type="wicri:Area/Main/Exploration">004C21</idno></publicationStmt><sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">NBM and WNBM: Algorithms and Evaluation for Personalizing Information Retrieval in METIORE</title><author><name sortKey="Bueno, David" sort="Bueno, David" uniqKey="Bueno D" first="David" last="Bueno">David Bueno</name><affiliation wicri:level="4"><country xml:lang="fr">Espagne</country><wicri:regionArea>Department of Languages and Computer Science, University of Málaga, 29071, Málaga</wicri:regionArea><orgName type="university">Université de Malaga</orgName><placeName><settlement type="city">Malaga</settlement><region nuts="2" type="region">Andalousie</region></placeName></affiliation><affiliation wicri:level="1"><country wicri:rule="url">Espagne</country></affiliation></author><author><name sortKey="Conejo, Ricardo" sort="Conejo, Ricardo" uniqKey="Conejo R" first="Ricardo" last="Conejo">Ricardo Conejo</name><affiliation wicri:level="4"><country xml:lang="fr">Espagne</country><wicri:regionArea>Department of Languages and Computer Science, University of Málaga, 29071, Málaga</wicri:regionArea><orgName type="university">Université de Malaga</orgName><placeName><settlement type="city">Malaga</settlement><region nuts="2" type="region">Andalousie</region></placeName></affiliation></author><author><name sortKey="David, Amos A" sort="David, Amos A" uniqKey="David A" first="Amos A." last="David">Amos A. David</name><affiliation wicri:level="3"><country xml:lang="fr">France</country><wicri:regionArea>LORIA, BP 239, 54506 Vandoeuvre</wicri:regionArea><placeName><region type="region" nuts="2">Grand Est</region><region type="old region" nuts="2">Lorraine (région)</region><settlement type="city">Vandoeuvre</settlement></placeName></affiliation><affiliation wicri:level="1"><country wicri:rule="url">France</country></affiliation></author><author><name sortKey="Carmona, Cristina" sort="Carmona, Cristina" uniqKey="Carmona C" first="Cristina" last="Carmona">Cristina Carmona</name><affiliation wicri:level="4"><country xml:lang="fr">Espagne</country><wicri:regionArea>Department of Languages and Computer Science, University of Málaga, 29071, Málaga</wicri:regionArea><orgName type="university">Université de Malaga</orgName><placeName><settlement type="city">Malaga</settlement><region nuts="2" type="region">Andalousie</region></placeName></affiliation></author></analytic><monogr></monogr><series><title level="s" type="main" xml:lang="en">Lecture Notes in Computer Science</title><idno type="ISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="ISSN">0302-9743</idno></series></biblStruct></sourceDesc><seriesStmt><idno type="ISSN">0302-9743</idno></seriesStmt></fileDesc><profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Information Retrieval</term><term>METIORE</term><term>NBM</term><term>Naïve Bayes</term><term>Recommender Systems</term><term>WNBM</term><term>information retrieval system</term><term>user modelling</term><term>user profile</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">Abstract: The current Information Retrieval Systems return hundreds or thousands of documents in response to a query. Users consider only the first 20 or 30, but documents are often sorted according to the query and the results are perhaps not relevant to the users’ needs. This situation is even more problematic when non expert users have difficulties in expressing their information requirements. One solution to this problem could be the use of a user model which would complement the query in order to find the best solutions for the user. Most personalized retrieval systems have a single user model for each user which works on the basis that this user will have always the same information needs. Our proposal however is a personalization method based on the current objective of the user. To this end, we have developed two probabilistic algorithms NBM and WNBM which support different kinds of multi parameter databases and in this paper we present new experiments with these algorithms in METIORE to validate our proposal.</div></front></TEI><affiliations><list><country><li>Espagne</li><li>France</li></country><region><li>Andalousie</li><li>Grand Est</li><li>Lorraine (région)</li></region><settlement><li>Malaga</li><li>Vandoeuvre</li></settlement><orgName><li>Université de Malaga</li></orgName></list><tree><country name="Espagne"><region name="Andalousie"><name sortKey="Bueno, David" sort="Bueno, David" uniqKey="Bueno D" first="David" last="Bueno">David Bueno</name></region><name sortKey="Bueno, David" sort="Bueno, David" uniqKey="Bueno D" first="David" last="Bueno">David Bueno</name><name sortKey="Carmona, Cristina" sort="Carmona, Cristina" uniqKey="Carmona C" first="Cristina" last="Carmona">Cristina Carmona</name><name sortKey="Conejo, Ricardo" sort="Conejo, Ricardo" uniqKey="Conejo R" first="Ricardo" last="Conejo">Ricardo Conejo</name></country><country name="France"><region name="Grand Est"><name sortKey="David, Amos A" sort="David, Amos A" uniqKey="David A" first="Amos A." last="David">Amos A. David</name></region><name sortKey="David, Amos A" sort="David, Amos A" uniqKey="David A" first="Amos A." last="David">Amos A. David</name></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 004C21 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 004C21 | 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= ISTEX:C2994DC76295451AA570F570D4E99ADA715E0FBC
|texte= NBM and WNBM: Algorithms and Evaluation for Personalizing Information Retrieval in METIORE
}}
| This area was generated with Dilib version V0.6.33. |  |