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Mining Heterogeneous Multidimensional Sequential Patterns

Identifieur interne : 003210 ( Hal/Corpus ); précédent : 003209; suivant : 003211

Mining Heterogeneous Multidimensional Sequential Patterns

Auteurs : Elias Egho ; Chedy Raïssi ; Nicolas Jay ; Amedeo Napoli

Source :

RBID : Hal:hal-01094365

Abstract

All domains of science and technology produce large and hetero-geneous data. Although much work has been done in this area, min-ing such data is still a challenge. No previous research targets the mining of heterogeneous multidimensional sequential data. In this work, we present a new approach to extract heterogeneous multidi-mensional sequential patterns with different levels of granularity by relying on external taxonomies. We show the efficiency and interest of our approach with the analysis of trajectories of care for colorectal cancer using data from the French casemix information system.

Url:
DOI: 10.3233/978-1-61499-419-0-279

Links to Exploration step

Hal:hal-01094365

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<div type="abstract" xml:lang="en">All domains of science and technology produce large and hetero-geneous data. Although much work has been done in this area, min-ing such data is still a challenge. No previous research targets the mining of heterogeneous multidimensional sequential data. In this work, we present a new approach to extract heterogeneous multidi-mensional sequential patterns with different levels of granularity by relying on external taxonomies. We show the efficiency and interest of our approach with the analysis of trajectories of care for colorectal cancer using data from the French casemix information system.</div>
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<title xml:lang="en">Mining Heterogeneous Multidimensional Sequential Patterns</title>
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<note type="proceedings" n="1">Yes</note>
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<title xml:lang="en">Mining Heterogeneous Multidimensional Sequential Patterns</title>
<author role="aut">
<persName>
<forename type="first">Elias</forename>
<surname>Egho</surname>
</persName>
<email>elias.egho@loria.fr</email>
<idno type="halAuthorId">659040</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Chedy</forename>
<surname>Raïssi</surname>
</persName>
<email>Chedy.Raissi@loria.fr</email>
<idno type="halAuthorId">762538</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Nicolas</forename>
<surname>Jay</surname>
</persName>
<email>Nicolas.jay@loria.fr</email>
<idno type="halAuthorId">771199</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Amedeo</forename>
<surname>Napoli</surname>
</persName>
<email>napoli@loria.fr</email>
<idno type="halAuthorId">86275</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
</analytic>
<monogr>
<meeting>
<title>European Conference on Artificial Intelligence</title>
<date type="start">2014-08-18</date>
<settlement>Prague, Czech Republic</settlement>
<country key="FR">France</country>
</meeting>
<imprint>
<biblScope unit="volume">263</biblScope>
<biblScope unit="pp">6</biblScope>
<date type="datePub">2014-08-18</date>
</imprint>
</monogr>
<idno type="doi">10.3233/978-1-61499-419-0-279</idno>
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<language ident="en">English</language>
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<classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
<classCode scheme="halDomain" n="info.info-oh">Computer Science [cs]/Other [cs.OH]</classCode>
<classCode scheme="halTypology" n="COMM">Conference papers</classCode>
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<abstract xml:lang="en">All domains of science and technology produce large and hetero-geneous data. Although much work has been done in this area, min-ing such data is still a challenge. No previous research targets the mining of heterogeneous multidimensional sequential data. In this work, we present a new approach to extract heterogeneous multidi-mensional sequential patterns with different levels of granularity by relying on external taxonomies. We show the efficiency and interest of our approach with the analysis of trajectories of care for colorectal cancer using data from the French casemix information system.</abstract>
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