NextPriorityConcept: A new and generic algorithm computing concepts from complex and heterogeneous data
In this article, we present a new data type agnostic algorithm calculating a concept lattice from heterogeneous and complex data. Our NextPriorityConcept algorithm is first introduced and proved in the binary case as an extension of Bordat's algorithm with the notion of strategies to select onl...
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          | Published in | Theoretical computer science Vol. 845; pp. 1 - 20 | 
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| Main Authors | , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier B.V
    
        12.12.2020
     Elsevier  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0304-3975 1879-2294 1879-2294  | 
| DOI | 10.1016/j.tcs.2020.08.026 | 
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| Abstract | In this article, we present a new data type agnostic algorithm calculating a concept lattice from heterogeneous and complex data. Our NextPriorityConcept algorithm is first introduced and proved in the binary case as an extension of Bordat's algorithm with the notion of strategies to select only some predecessors of each concept, avoiding the generation of unreasonably large lattices. The algorithm is then extended to any type of data in a generic way. It is inspired by the pattern structure theory, where data are locally described by predicates independent of their types, allowing the management of heterogeneous data. | 
    
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| AbstractList | In this article, we present a new data type agnostic algorithm calculating a concept lattice from heterogeneous and complex data. Our NextPriorityConcept algorithm is first introduced and proved in the binary case as an extension of Bordat's algorithm with the notion of strategies to select only some predecessors of each concept, avoiding the generation of unreasonably large lattices. The algorithm is then extended to any type of data in a generic way. It is inspired by the pattern structure theory, where data are locally described by predicates independent of their types, allowing the management of heterogeneous data. | 
    
| Author | Demko, Christophe Faucher, Cyril Viaud, Jean-François Bertet, Karell Kuznetsov, Sergei O.  | 
    
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| References | Linding (br0100) 2002 Quine (br0140) 1952; 59 Ganter, Wille (br0020) 1999 Kaytoue, Codocedo, Buzmakov, Baixeries, Kuznetsov, Napoli (br0050) 2015 Ferré, Ridoux (br0070) 2000; 1867 Chazelle (br0130) 1993; 10 Barbut, Monjardet (br0010) 1970 Eddine Boukhetta, Demko, Richard, Bertet (br0110) 2020 Bordat (br0090) 1986; 96 Ganter, Kuznetsov (br0040) 2001 Bertet, Demko, Viaud, Guérin (br0030) 2018; 743 Belfodil, Kuznetsov, Robardet, Kaytoue (br0120) 2017 Kaytoue (br0060) February 2020 Ferré (br0080) November 2014 Chazelle (10.1016/j.tcs.2020.08.026_br0130) 1993; 10 Linding (10.1016/j.tcs.2020.08.026_br0100) 2002 Bordat (10.1016/j.tcs.2020.08.026_br0090) 1986; 96 Barbut (10.1016/j.tcs.2020.08.026_br0010) 1970 Ferré (10.1016/j.tcs.2020.08.026_br0070) 2000; 1867 Bertet (10.1016/j.tcs.2020.08.026_br0030) 2018; 743 Kaytoue (10.1016/j.tcs.2020.08.026_br0060) 2020 Quine (10.1016/j.tcs.2020.08.026_br0140) 1952; 59 Ganter (10.1016/j.tcs.2020.08.026_br0020) 1999 Kaytoue (10.1016/j.tcs.2020.08.026_br0050) 2015 Ferré (10.1016/j.tcs.2020.08.026_br0080) 2014 Belfodil (10.1016/j.tcs.2020.08.026_br0120) 2017 Eddine Boukhetta (10.1016/j.tcs.2020.08.026_br0110) 2020 Ganter (10.1016/j.tcs.2020.08.026_br0040) 2001  | 
    
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| SubjectTerms | Artificial Intelligence Computer Science Formal Concept Analysis Heterogeneous data Information Retrieval Lattice Pattern structures Strategies  | 
    
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| Title | NextPriorityConcept: A new and generic algorithm computing concepts from complex and heterogeneous data | 
    
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