Serveur d'exploration sur la recherche en informatique en Lorraine

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.

Efficient Vertical Mining of Minimal Rare Itemsets

Identifieur interne : 001E88 ( Hal/Corpus ); précédent : 001E87; suivant : 001E89

Efficient Vertical Mining of Minimal Rare Itemsets

Auteurs : Laszlo Szathmary ; Petko Valtchev ; Amedeo Napoli ; Robert Godin

Source :

RBID : Hal:hal-00769031

Abstract

Rare itemsets are important sort of patterns that have a wide range of practical applications, in particular, in analysis of biomedical data. Although mining rare patterns poses specific algorithmic problems, it is yet insufficiently studied. In a previous work, we proposed a levelwise approach for rare itemset mining that traverses the search space bottom up and proceeds in two steps: (1) moving across the frequent zone until the minimal rare itemsets are reached and (2) listing all rare itemsets. As the efficiency of the frequent zone traversal is crucial for the overall performance of the rare miner, we are looking for ways to speed it up. Here, we examine the benefits of depth-first methods for that task as such methods are known to outperform the levelwise ones in many practical cases. The new method relies on a set of structural results that helps save a certain amount of computation and eventually ensures it outperforms the current levelwise procedure.

Url:

Links to Exploration step

Hal:hal-00769031

Le document en format XML

<record>
<TEI>
<teiHeader>
<fileDesc>
<titleStmt>
<title xml:lang="en">Efficient Vertical Mining of Minimal Rare Itemsets</title>
<author>
<name sortKey="Szathmary, Laszlo" sort="Szathmary, Laszlo" uniqKey="Szathmary L" first="Laszlo" last="Szathmary">Laszlo Szathmary</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-210385" status="VALID">
<orgName>Computer Science Laboratory</orgName>
<desc>
<address>
<country key="HU"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-300833" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-300833" type="direct">
<org type="institution" xml:id="struct-300833" status="VALID">
<orgName>University of Debrecen</orgName>
<desc>
<address>
<country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Valtchev, Petko" sort="Valtchev, Petko" uniqKey="Valtchev P" first="Petko" last="Valtchev">Petko Valtchev</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-38354" status="VALID">
<orgName>Département d'informatique [Canada]</orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<country key="CA"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-360045" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-360045" type="direct">
<org type="institution" xml:id="struct-360045" status="VALID">
<orgName>Université du Québec à Montréal </orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<addrLine>Université du Québec à MontréalCase postale 8888, succursale Centre-villeMontréal (Québec) H3C 3P8 Canada</addrLine>
<country key="CA"></country>
</address>
<ref type="url">http://www.uqam.ca/en/about/presentation_en.htm</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Napoli, Amedeo" sort="Napoli, Amedeo" uniqKey="Napoli A" first="Amedeo" last="Napoli">Amedeo Napoli</name>
<affiliation>
<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="IdRef">02636817X</idno>
<idno type="ISNI">0000000122597504</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>
</affiliation>
</author>
<author>
<name sortKey="Godin, Robert" sort="Godin, Robert" uniqKey="Godin R" first="Robert" last="Godin">Robert Godin</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-38354" status="VALID">
<orgName>Département d'informatique [Canada]</orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<country key="CA"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-360045" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-360045" type="direct">
<org type="institution" xml:id="struct-360045" status="VALID">
<orgName>Université du Québec à Montréal </orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<addrLine>Université du Québec à MontréalCase postale 8888, succursale Centre-villeMontréal (Québec) H3C 3P8 Canada</addrLine>
<country key="CA"></country>
</address>
<ref type="url">http://www.uqam.ca/en/about/presentation_en.htm</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
</titleStmt>
<publicationStmt>
<idno type="wicri:source">HAL</idno>
<idno type="RBID">Hal:hal-00769031</idno>
<idno type="halId">hal-00769031</idno>
<idno type="halUri">https://hal.inria.fr/hal-00769031</idno>
<idno type="url">https://hal.inria.fr/hal-00769031</idno>
<date when="2012">2012</date>
<idno type="wicri:Area/Hal/Corpus">001E88</idno>
</publicationStmt>
<sourceDesc>
<biblStruct>
<analytic>
<title xml:lang="en">Efficient Vertical Mining of Minimal Rare Itemsets</title>
<author>
<name sortKey="Szathmary, Laszlo" sort="Szathmary, Laszlo" uniqKey="Szathmary L" first="Laszlo" last="Szathmary">Laszlo Szathmary</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-210385" status="VALID">
<orgName>Computer Science Laboratory</orgName>
<desc>
<address>
<country key="HU"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-300833" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-300833" type="direct">
<org type="institution" xml:id="struct-300833" status="VALID">
<orgName>University of Debrecen</orgName>
<desc>
<address>
<country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Valtchev, Petko" sort="Valtchev, Petko" uniqKey="Valtchev P" first="Petko" last="Valtchev">Petko Valtchev</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-38354" status="VALID">
<orgName>Département d'informatique [Canada]</orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<country key="CA"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-360045" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-360045" type="direct">
<org type="institution" xml:id="struct-360045" status="VALID">
<orgName>Université du Québec à Montréal </orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<addrLine>Université du Québec à MontréalCase postale 8888, succursale Centre-villeMontréal (Québec) H3C 3P8 Canada</addrLine>
<country key="CA"></country>
</address>
<ref type="url">http://www.uqam.ca/en/about/presentation_en.htm</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
<author>
<name sortKey="Napoli, Amedeo" sort="Napoli, Amedeo" uniqKey="Napoli A" first="Amedeo" last="Napoli">Amedeo Napoli</name>
<affiliation>
<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="IdRef">02636817X</idno>
<idno type="ISNI">0000000122597504</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>
</affiliation>
</author>
<author>
<name sortKey="Godin, Robert" sort="Godin, Robert" uniqKey="Godin R" first="Robert" last="Godin">Robert Godin</name>
<affiliation>
<hal:affiliation type="laboratory" xml:id="struct-38354" status="VALID">
<orgName>Département d'informatique [Canada]</orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<country key="CA"></country>
</address>
</desc>
<listRelation>
<relation active="#struct-360045" type="direct"></relation>
</listRelation>
<tutelles>
<tutelle active="#struct-360045" type="direct">
<org type="institution" xml:id="struct-360045" status="VALID">
<orgName>Université du Québec à Montréal </orgName>
<orgName type="acronym">UQAM</orgName>
<desc>
<address>
<addrLine>Université du Québec à MontréalCase postale 8888, succursale Centre-villeMontréal (Québec) H3C 3P8 Canada</addrLine>
<country key="CA"></country>
</address>
<ref type="url">http://www.uqam.ca/en/about/presentation_en.htm</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
</affiliation>
</author>
</analytic>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc>
<textClass></textClass>
</profileDesc>
</teiHeader>
<front>
<div type="abstract" xml:lang="en">Rare itemsets are important sort of patterns that have a wide range of practical applications, in particular, in analysis of biomedical data. Although mining rare patterns poses specific algorithmic problems, it is yet insufficiently studied. In a previous work, we proposed a levelwise approach for rare itemset mining that traverses the search space bottom up and proceeds in two steps: (1) moving across the frequent zone until the minimal rare itemsets are reached and (2) listing all rare itemsets. As the efficiency of the frequent zone traversal is crucial for the overall performance of the rare miner, we are looking for ways to speed it up. Here, we examine the benefits of depth-first methods for that task as such methods are known to outperform the levelwise ones in many practical cases. The new method relies on a set of structural results that helps save a certain amount of computation and eventually ensures it outperforms the current levelwise procedure.</div>
</front>
</TEI>
<hal api="V3">
<titleStmt>
<title xml:lang="en">Efficient Vertical Mining of Minimal Rare Itemsets</title>
<author role="aut">
<persName>
<forename type="first">Laszlo</forename>
<surname>Szathmary</surname>
</persName>
<email>L.Szathmary@gmail.com</email>
<idno type="halauthor">800451</idno>
<orgName ref="#struct-373073"></orgName>
<affiliation ref="#struct-210385"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Petko</forename>
<surname>Valtchev</surname>
</persName>
<email>valtchev.petko@uqam.ca</email>
<idno type="halauthor">561296</idno>
<orgName ref="#struct-360045"></orgName>
<affiliation ref="#struct-38354"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Amedeo</forename>
<surname>Napoli</surname>
</persName>
<email>Amedeo.Napoli@loria.fr</email>
<ptr type="url" target="http://www.loria.fr/~napoli"></ptr>
<idno type="halauthor">800394</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Robert</forename>
<surname>Godin</surname>
</persName>
<email>godin.robert@uqam.ca</email>
<idno type="halauthor">364066</idno>
<orgName ref="#struct-365970"></orgName>
<affiliation ref="#struct-38354"></affiliation>
</author>
<editor role="depositor">
<persName>
<forename>Amedeo</forename>
<surname>Napoli</surname>
</persName>
<email>Amedeo.Napoli@loria.fr</email>
</editor>
</titleStmt>
<editionStmt>
<edition n="v1" type="current">
<date type="whenSubmitted">2012-12-27 16:06:18</date>
<date type="whenModified">2015-09-22 01:12:17</date>
<date type="whenReleased">2012-12-27 16:06:18</date>
<date type="whenProduced">2012</date>
</edition>
<respStmt>
<resp>contributor</resp>
<name key="123893">
<persName>
<forename>Amedeo</forename>
<surname>Napoli</surname>
</persName>
<email>Amedeo.Napoli@loria.fr</email>
</name>
</respStmt>
</editionStmt>
<publicationStmt>
<distributor>CCSD</distributor>
<idno type="halId">hal-00769031</idno>
<idno type="halUri">https://hal.inria.fr/hal-00769031</idno>
<idno type="halBibtex">szathmary:hal-00769031</idno>
<idno type="halRefHtml">Uta Priss and Laszlo Szathmary. CLA - The Ninth International Conference on Concept Lattices and Their Applications - 2012, 2012, Fuengirola, Spain. University of Malaga, Spain, 2012</idno>
<idno type="halRef">Uta Priss and Laszlo Szathmary. CLA - The Ninth International Conference on Concept Lattices and Their Applications - 2012, 2012, Fuengirola, Spain. University of Malaga, Spain, 2012</idno>
</publicationStmt>
<seriesStmt>
<idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
<idno type="stamp" n="INRIA">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
<idno type="stamp" n="INRIA-LORRAINE">INRIA Nancy - Grand Est</idno>
<idno type="stamp" n="LORIA2">Publications du LORIA</idno>
<idno type="stamp" n="INRIA-NANCY-GRAND-EST">INRIA Nancy - Grand Est</idno>
<idno type="stamp" n="LORIA">LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications</idno>
<idno type="stamp" n="LORIA-TALC" p="LORIA">Traitement automatique des langues et des connaissances</idno>
<idno type="stamp" n="UNIV-LORRAINE">Université de Lorraine</idno>
<idno type="stamp" n="INRIA_TEST">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
</seriesStmt>
<notesStmt>
<note type="audience" n="2">International</note>
<note type="invited" n="0">No</note>
<note type="popular" n="0">No</note>
<note type="peer" n="1">Yes</note>
<note type="proceedings" n="1">Yes</note>
</notesStmt>
<sourceDesc>
<biblStruct>
<analytic>
<title xml:lang="en">Efficient Vertical Mining of Minimal Rare Itemsets</title>
<author role="aut">
<persName>
<forename type="first">Laszlo</forename>
<surname>Szathmary</surname>
</persName>
<email>L.Szathmary@gmail.com</email>
<idno type="halAuthorId">800451</idno>
<orgName ref="#struct-373073"></orgName>
<affiliation ref="#struct-210385"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Petko</forename>
<surname>Valtchev</surname>
</persName>
<email>valtchev.petko@uqam.ca</email>
<idno type="halAuthorId">561296</idno>
<orgName ref="#struct-360045"></orgName>
<affiliation ref="#struct-38354"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Amedeo</forename>
<surname>Napoli</surname>
</persName>
<email>Amedeo.Napoli@loria.fr</email>
<ptr type="url" target="http://www.loria.fr/~napoli"></ptr>
<idno type="halAuthorId">800394</idno>
<affiliation ref="#struct-205125"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Robert</forename>
<surname>Godin</surname>
</persName>
<email>godin.robert@uqam.ca</email>
<idno type="halAuthorId">364066</idno>
<orgName ref="#struct-365970"></orgName>
<affiliation ref="#struct-38354"></affiliation>
</author>
</analytic>
<monogr>
<meeting>
<title>CLA - The Ninth International Conference on Concept Lattices and Their Applications - 2012</title>
<date type="start">2012</date>
<settlement>Fuengirola</settlement>
<country key="ES">Spain</country>
</meeting>
<editor>Uta Priss and Laszlo Szathmary</editor>
<imprint>
<publisher>University of Malaga, Spain</publisher>
<date type="datePub">2012</date>
</imprint>
</monogr>
</biblStruct>
</sourceDesc>
<profileDesc>
<langUsage>
<language ident="en">English</language>
</langUsage>
<textClass>
<classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
<classCode scheme="halTypology" n="COMM">Conference papers</classCode>
</textClass>
<abstract xml:lang="en">Rare itemsets are important sort of patterns that have a wide range of practical applications, in particular, in analysis of biomedical data. Although mining rare patterns poses specific algorithmic problems, it is yet insufficiently studied. In a previous work, we proposed a levelwise approach for rare itemset mining that traverses the search space bottom up and proceeds in two steps: (1) moving across the frequent zone until the minimal rare itemsets are reached and (2) listing all rare itemsets. As the efficiency of the frequent zone traversal is crucial for the overall performance of the rare miner, we are looking for ways to speed it up. Here, we examine the benefits of depth-first methods for that task as such methods are known to outperform the levelwise ones in many practical cases. The new method relies on a set of structural results that helps save a certain amount of computation and eventually ensures it outperforms the current levelwise procedure.</abstract>
</profileDesc>
</hal>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Wicri/Lorraine/explor/InforLorV4/Data/Hal/Corpus
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001E88 | SxmlIndent | more

Ou

HfdSelect -h $EXPLOR_AREA/Data/Hal/Corpus/biblio.hfd -nk 001E88 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Wicri/Lorraine
   |area=    InforLorV4
   |flux=    Hal
   |étape=   Corpus
   |type=    RBID
   |clé=     Hal:hal-00769031
   |texte=   Efficient Vertical Mining of Minimal Rare Itemsets
}}

Wicri

This area was generated with Dilib version V0.6.33.
Data generation: Mon Jun 10 21:56:28 2019. Site generation: Fri Feb 25 15:29:27 2022