Esteban Marquer's publications

A presentation, CV, and home page for and by Esteban Marquer.

Research interests

My current research interests are centered on analogy and the challenges of representation learning, from the axis of deep learning. Analogical reasoning (AR) and analogical proportions, which are the topic of my Ph.D., are full of potential to capture a key mechanism of human reasoning capability. AR allows to reason and transfer knowledge within and across domains, in a similar manner as case-based reasoning. A key advantage of AR is the ease of interpretation: the mechanism itself is intuitive, and allows for examples and counterexamples to be found.

Publications

2023

  • Solving Morphological Analogies: from Retrieval to Generation.
    E. Marquer
    M. Couceiro
    2023.
    submitted to Springer special Issue in Annals of Mathematics and Artificial Intelligence: Mathematical Foundations of Analogical Reasoning and Applications.
    .BIB entries
        @article{MarquerAMAI22,
     author    = {Esteban Marquer and
     Miguel Couceiro},
     title     = {Solving morphological analogies: from retrieval to generation},
     eprint={2303.18062},
     archivePrefix={arXiv},
     url       = {https://arxiv.org/abs/2303.18062},
     pdf       = {https://arxiv.org/pdf/2303.18062.pdf},
     }
        

  • Some Perspectives on Similarity Learning for Case-Based Reasoning and Analogical Transfer.
    F. Barda
    M.-J. Lesot
    E. Marquer
    M. Couceiro

    IARML@IJCAI,
    2023,
    Macau, China.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/BadraLMC23,
     author       = {Fadi Badra and
     Marie{-}Jeanne Lesot and
     Esteban Marquer and
     Miguel Couceiro},
     editor       = {Miguel Couceiro and
     Stergos D. Afantenos and
     Pierre{-}Alexandre Murena},
     title        = {Some Perspectives on Similarity Learning for Case-Based Reasoning
     and Analogical Transfer},
     booktitle    = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning co-located with International Joint
     Conference on Artificial Intelligence {(IJCAI})},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3492},
     pages        = {16--28},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3492/paper2.pdf},
     }
        

  • Less is Better: An Energy-Based Approach to Case Base Competence.
    E. Marquer
    F. Barda
    M.-J. Lesot
    M. Couceiro
    D. Leake

    ATA@ICCBR,
    2023,
    Aberdeen, Scotland, UK.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerBLCL23,
     author       = {Esteban Marquer and
     Fadi Badra and
     Marie{-}Jeanne Lesot and
     Miguel Couceiro and
     David Leake},
     editor       = {Lukas Malburg and
     Deepika Verma},
     title        = {Less is Better: An Energy-Based Approach to Case Base Competence},
     booktitle    = {Proceedings of the Workshops at the 31st International Conference
     on Case-Based Reasoning (ICCBR-WS} 2023),
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3438},
     pages        = {27--42},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3438/paper 03.pdf},
     }
        

2022

  • Siganalogies - morphological analogies from Sigmorphon 2016 and 2019
    E. Marquer
    M. Couceiro
    S. Alsaidi
    A. Decker
    2022.
    .BIB entries
        @data{MLCFIE_2022,
     author = {Marquer, Esteban and Couceiro, Miguel and Safa Alsaidi and Amandine Decker},
     publisher = {Université de Lorraine},
     title = {{Siganalogies - morphological analogies from Sigmorphon 2016 and 2019}},
     year = {2022},
     version = {V1},
     doi = {10.12763/MLCFIE},
     url = {https://doi.org/10.12763/MLCFIE}
     } 
        

  • Transferring Learned Models of Morphological Analogy.
    E. Marquer
    P.-A. Murena
    M. Couceiro

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{marquer:hal-03783959,
     TITLE = {{Transferring Learned Models of Morphological Analogy}},
     AUTHOR = {Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     URL = {https://hal.inria.fr/hal-03783959},
     BOOKTITLE = {{ATA@ICCBR2022 - Analogies: from Theory to Applications (ATA@ICCBR2022)}},
     ADDRESS = {Nancy, France},
     YEAR = {2022},
     MONTH = Sep,
     KEYWORDS = {Transfer ; Morphological analogies ; Analogy detection},
     PDF = {https://hal.inria.fr/hal-03783959/file/ATA_ICCBR_2022_Transferring_Analogy.pdf},
     HAL_ID = {hal-03783959},
     HAL_VERSION = {v1},
     }
        

  • An analogy based framework for patient-stay identification in healthcare.
    S. Alsaidi
    M. Couceiro
    E. Marquer
    S. Quennelle
    A. Burgun
    N. Garcelon
    A. Coulet

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/AlsaidiCMQBGC22,
     author       = {Safa Alsaidi and
     Miguel Couceiro and
     Esteban Marquer and
     Sophie Quennelle and
     Anita Burgun and
     Nicolas Garcelon and
     Adrien Coulet},
     editor       = {Pascal Reuss and
     Jakob Michael Sch{"{o}}nborn},
     title        = {An analogy based framework for patient-stay identification in healthcare},
     booktitle    = {Workshop Proceedings of the 30th International Conferece on Case-Based
     Reasoning (ICCBR-WS)},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3389},
     pages        = {68--80},
     publisher    = {CEUR-WS.org},
     year         = {2022},
     url          = {https://ceur-ws.org/Vol-3389/ICCBR 2022 Workshop paper 76.pdf},
     }
        

  • Solving Morphological Analogies Through Generation.
    K. Chan
    S. P. Kaszefski{-}Yaschu
    C. Saran
    E. Marquer
    M. Couceiro

    IARML@IJAI-ECAI,
    2022,
    Vienna, Austria.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/ChanKSMC22,
     author    = {Kevin Chan and
     Shane P. Kaszefski{-}Yaschuk and
     Camille Saran and
     Esteban Marquer and
     Miguel Couceiro},
     editor    = {Miguel Couceiro and
     Pierre{-}Alexandre Murena},
     title     = {Solving Morphological Analogies Through Generation},
     booktitle = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning (International Joint Conference on
     Artificial Intelligence - European Conference on Artificial Intelligence
     {(IJAI-ECAI}))},
     series    = {{CEUR} Workshop Proceedings},
     volume    = {3174},
     pages     = {29--39},
     publisher = {CEUR-WS.org},
     year      = {2022},
     url       = {https://ceur-ws.org/Vol-3174/paper3.pdf},
     }
        

  • A Deep Learning Approach to Solving Morphological Analogies.
    E. Marquer
    S. Alsaidi
    A. Decker
    P.-A. Murena
    M. Couceiro

    ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerADMC22,
     author    = {Esteban Marquer and
     Safa Alsaidi and
     Amandine Decker and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     editor    = {Mark T. Keane and
     Nirmalie Wiratunga},
     title     = {A Deep Learning Approach to Solving Morphological Analogies},
     booktitle = {Case-Based Reasoning Research and Development - 30th International Conference, {ICCBR} 2022},
     series    = {Lecture Notes in Computer Science},
     volume    = {13405},
     pages     = {159--174},
     publisher = {Springer},
     year      = {2022},
     url       = {https://doi.org/10.1007/978-3-031-14923-8 11},
     doi       = {10.1007/978-3-031-14923-8 11},
     pdf       = {https://hal.inria.fr/hal-03660625v1/document},
     }
        

  • An analogy based approach for solving target sense verification.
    G. Zervakis
    E. Vincent
    M. Couceiro
    M. Schoenauer
    E. Marquer

    NLPIR,
    2022,
    Bangkok, Thailand.
    .BIB entries
        @inproceedings{zervakis:hal-03792071,
     TITLE = {{An analogy based approach for solving target sense verification}},
     AUTHOR = {Zervakis, Georgios and Vincent, Emmanuel and Couceiro, Miguel and Schoenauer, Marc and Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-03792071},
     BOOKTITLE = {{NLPIR 2022 - 6th International Conference on Natural Language Processing and Information Retrieval}},
     ADDRESS = {Bangkok, Thailand},
     YEAR = {2022},
     MONTH = Dec,
     KEYWORDS = {target sense verification ; analogical reasoning ; BERT},
     PDF = {https://hal.inria.fr/hal-03792071/file/zervakis_NLPIR22.pdf},
     HAL_ID = {hal-03792071},
     HAL_VERSION = {v1},
     }
        

2021

  • A Neural Approach for Detecting Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    DSAA,
    2021,
    Porto/Online, Portugal.
    .BIB entries
        @inproceedings{DBLP:conf/dsaa/AlsaidiDLMMC21,
     author    = {Safa Alsaidi and
     Amandine Decker and
     Puthineath Lay and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title     = {A Neural Approach for Detecting Morphological Analogies},
     booktitle = {8th {IEEE} International Conference on Data Science and Advanced Analytics,
     {DSAA} 2021, Porto, Portugal, October 6-9, 2021},
     pages     = {1--10},
     publisher = {{IEEE}},
     year      = {2021},
     url       = {https://doi.org/10.1109/DSAA53316.2021.9564186},
     doi       = {10.1109/DSAA53316.2021.9564186},
     }
        

  • On the Transferability of Neural Models of Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    AIMLAI@ECML-PKDD,
    2021,
    Bilbao/Online, Spain.
    .BIB entries
        @inproceedings{alsaidi:hal-03313591,
     TITLE       = {{On the Transferability of Neural Models of Morphological Analogies}},
     AUTHOR      = {Alsaidi, Safa and Decker, Amandine and Lay, Puthineath and Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     BOOKTITLE   = {{AIMLAI, ECML PKDD 2021: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases}},
     ADDRESS     = {Bilbao/Virtual, Spain},
     YEAR        = {2021},
     KEYWORDS    = {morphological analogy ; deep learning ; transferability ; analogy classification},
     HAL_ID      = {hal-03313591},
     HAL_VERSION = {v1},
     URL         = {https://hal.inria.fr/hal-03313591},
     PDF         = {https://hal.inria.fr/hal-03313591/file/AIMLAI2021___On_the_Transferability_of_Neural_Models_of_Morphological_Analogy.pdf},
     series      = {Communications in Computer and Information Science},
     volume      = {1524},
     pages       = {76--89},
     publisher   = {Springer},
     doi         = {10.1007/978-3-030-93736-2 7},
     }
        

  • Tackling Morphological Analogies Using Deep Learning - Extended Version.
    S. Alsaidi
    A. Decker
    E. Marquer
    P.-A. Murena
    M. Couceiro

    CoRR,
    2021.
    .BIB entries
        @article{DBLP:journals/corr/abs-2111-05147,
     author     = {Safa Alsaidi and
     Amandine Decker and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title      = {Tackling Morphological Analogies Using Deep Learning - Extended Version},
     journal    = {CoRR},
     volume     = {abs/2111.05147},
     year       = {2021},
     url        = {https://arxiv.org/abs/2111.05147},
     eprinttype = {arXiv},
     eprint    = {2111.05147},
     }
        

2020

  • Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings.
    L. Dieudonat
    K. Han
    P. Leavitt
    E. Marquer
    2020.
    student project report.
  • LatticeNN - Deep Learning and Formal Concept Analysis.
    E. Marquer
    2020,
    Université de Lorraine, France.
    masters thesis.
    .BIB entries
        @mastersthesis{marquer:hal-02954843,
     TITLE = {{LatticeNN -- Deep Learning and Formal Concept Analysis}},
     AUTHOR = {Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-02954843},
     PAGES = {74},
     SCHOOL = {{Universit{\'e} de Lorraine}},
     YEAR = {2020},
     MONTH = Sep,
     KEYWORDS = {Formal concept analysis FCA ; deep learning},
     PDF = {https://hal.inria.fr/hal-02954843/file/master_thesis_emarquer.pdf},
     HAL_ID = {hal-02954843},
     HAL_VERSION = {v1},
     }
        

  • Embedding Formal Contexts Using Unordered Composition.
    E. Marquer
    A. Kulkarni
    M. Couceiro

    FCA4AI@ECAI,
    2020,
    Santiago de Compostela, Spain.
    .BIB entries
        @inproceedings{marquer:hal-02912874,
     TITLE = {{Embedding Formal Contexts Using Unordered Composition}},
     AUTHOR = {Marquer, Esteban and Kulkarni, Ajinkya and Couceiro, Miguel},
     URL = {https://hal.archives-ouvertes.fr/hal-02912874},
     BOOKTITLE = {{FCA4AI - 8th International Workshop ''What can FCA do for Artificial Intelligence?''  (colocated with ECAI2020)}},
     ADDRESS = {Santiago de Compostela, Spain},
     YEAR = {2020},
     MONTH = Aug,
     KEYWORDS = {Formal Concept Analysis ; Vector Space Embedding ; Neural Networks ; Complex Data ; Link Prediction ; Clustering},
     PDF = {https://hal.archives-ouvertes.fr/hal-02912874/file/BoA_article_FCA4AI%20%283%29.pdf},
     HAL_ID = {hal-02912874},
     HAL_VERSION = {v1},
     }
        

Special issue article

  • Solving Morphological Analogies: from Retrieval to Generation.
    E. Marquer
    M. Couceiro
    2023.
    submitted to Springer special Issue in Annals of Mathematics and Artificial Intelligence: Mathematical Foundations of Analogical Reasoning and Applications.
    .BIB entries
        @article{MarquerAMAI22,
     author    = {Esteban Marquer and
     Miguel Couceiro},
     title     = {Solving morphological analogies: from retrieval to generation},
     eprint={2303.18062},
     archivePrefix={arXiv},
     url       = {https://arxiv.org/abs/2303.18062},
     pdf       = {https://arxiv.org/pdf/2303.18062.pdf},
     }
        

Conference

  • A Deep Learning Approach to Solving Morphological Analogies.
    E. Marquer
    S. Alsaidi
    A. Decker
    P.-A. Murena
    M. Couceiro

    ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerADMC22,
     author    = {Esteban Marquer and
     Safa Alsaidi and
     Amandine Decker and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     editor    = {Mark T. Keane and
     Nirmalie Wiratunga},
     title     = {A Deep Learning Approach to Solving Morphological Analogies},
     booktitle = {Case-Based Reasoning Research and Development - 30th International Conference, {ICCBR} 2022},
     series    = {Lecture Notes in Computer Science},
     volume    = {13405},
     pages     = {159--174},
     publisher = {Springer},
     year      = {2022},
     url       = {https://doi.org/10.1007/978-3-031-14923-8 11},
     doi       = {10.1007/978-3-031-14923-8 11},
     pdf       = {https://hal.inria.fr/hal-03660625v1/document},
     }
        

  • An analogy based approach for solving target sense verification.
    G. Zervakis
    E. Vincent
    M. Couceiro
    M. Schoenauer
    E. Marquer

    NLPIR,
    2022,
    Bangkok, Thailand.
    .BIB entries
        @inproceedings{zervakis:hal-03792071,
     TITLE = {{An analogy based approach for solving target sense verification}},
     AUTHOR = {Zervakis, Georgios and Vincent, Emmanuel and Couceiro, Miguel and Schoenauer, Marc and Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-03792071},
     BOOKTITLE = {{NLPIR 2022 - 6th International Conference on Natural Language Processing and Information Retrieval}},
     ADDRESS = {Bangkok, Thailand},
     YEAR = {2022},
     MONTH = Dec,
     KEYWORDS = {target sense verification ; analogical reasoning ; BERT},
     PDF = {https://hal.inria.fr/hal-03792071/file/zervakis_NLPIR22.pdf},
     HAL_ID = {hal-03792071},
     HAL_VERSION = {v1},
     }
        

  • A Neural Approach for Detecting Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    DSAA,
    2021,
    Porto/Online, Portugal.
    .BIB entries
        @inproceedings{DBLP:conf/dsaa/AlsaidiDLMMC21,
     author    = {Safa Alsaidi and
     Amandine Decker and
     Puthineath Lay and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title     = {A Neural Approach for Detecting Morphological Analogies},
     booktitle = {8th {IEEE} International Conference on Data Science and Advanced Analytics,
     {DSAA} 2021, Porto, Portugal, October 6-9, 2021},
     pages     = {1--10},
     publisher = {{IEEE}},
     year      = {2021},
     url       = {https://doi.org/10.1109/DSAA53316.2021.9564186},
     doi       = {10.1109/DSAA53316.2021.9564186},
     }
        

Workshop

  • Some Perspectives on Similarity Learning for Case-Based Reasoning and Analogical Transfer.
    F. Barda
    M.-J. Lesot
    E. Marquer
    M. Couceiro

    IARML@IJCAI,
    2023,
    Macau, China.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/BadraLMC23,
     author       = {Fadi Badra and
     Marie{-}Jeanne Lesot and
     Esteban Marquer and
     Miguel Couceiro},
     editor       = {Miguel Couceiro and
     Stergos D. Afantenos and
     Pierre{-}Alexandre Murena},
     title        = {Some Perspectives on Similarity Learning for Case-Based Reasoning
     and Analogical Transfer},
     booktitle    = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning co-located with International Joint
     Conference on Artificial Intelligence {(IJCAI})},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3492},
     pages        = {16--28},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3492/paper2.pdf},
     }
        

  • Less is Better: An Energy-Based Approach to Case Base Competence.
    E. Marquer
    F. Barda
    M.-J. Lesot
    M. Couceiro
    D. Leake

    ATA@ICCBR,
    2023,
    Aberdeen, Scotland, UK.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerBLCL23,
     author       = {Esteban Marquer and
     Fadi Badra and
     Marie{-}Jeanne Lesot and
     Miguel Couceiro and
     David Leake},
     editor       = {Lukas Malburg and
     Deepika Verma},
     title        = {Less is Better: An Energy-Based Approach to Case Base Competence},
     booktitle    = {Proceedings of the Workshops at the 31st International Conference
     on Case-Based Reasoning (ICCBR-WS} 2023),
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3438},
     pages        = {27--42},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3438/paper 03.pdf},
     }
        

  • Transferring Learned Models of Morphological Analogy.
    E. Marquer
    P.-A. Murena
    M. Couceiro

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{marquer:hal-03783959,
     TITLE = {{Transferring Learned Models of Morphological Analogy}},
     AUTHOR = {Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     URL = {https://hal.inria.fr/hal-03783959},
     BOOKTITLE = {{ATA@ICCBR2022 - Analogies: from Theory to Applications (ATA@ICCBR2022)}},
     ADDRESS = {Nancy, France},
     YEAR = {2022},
     MONTH = Sep,
     KEYWORDS = {Transfer ; Morphological analogies ; Analogy detection},
     PDF = {https://hal.inria.fr/hal-03783959/file/ATA_ICCBR_2022_Transferring_Analogy.pdf},
     HAL_ID = {hal-03783959},
     HAL_VERSION = {v1},
     }
        

  • An analogy based framework for patient-stay identification in healthcare.
    S. Alsaidi
    M. Couceiro
    E. Marquer
    S. Quennelle
    A. Burgun
    N. Garcelon
    A. Coulet

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/AlsaidiCMQBGC22,
     author       = {Safa Alsaidi and
     Miguel Couceiro and
     Esteban Marquer and
     Sophie Quennelle and
     Anita Burgun and
     Nicolas Garcelon and
     Adrien Coulet},
     editor       = {Pascal Reuss and
     Jakob Michael Sch{"{o}}nborn},
     title        = {An analogy based framework for patient-stay identification in healthcare},
     booktitle    = {Workshop Proceedings of the 30th International Conferece on Case-Based
     Reasoning (ICCBR-WS)},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3389},
     pages        = {68--80},
     publisher    = {CEUR-WS.org},
     year         = {2022},
     url          = {https://ceur-ws.org/Vol-3389/ICCBR 2022 Workshop paper 76.pdf},
     }
        

  • Solving Morphological Analogies Through Generation.
    K. Chan
    S. P. Kaszefski{-}Yaschu
    C. Saran
    E. Marquer
    M. Couceiro

    IARML@IJAI-ECAI,
    2022,
    Vienna, Austria.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/ChanKSMC22,
     author    = {Kevin Chan and
     Shane P. Kaszefski{-}Yaschuk and
     Camille Saran and
     Esteban Marquer and
     Miguel Couceiro},
     editor    = {Miguel Couceiro and
     Pierre{-}Alexandre Murena},
     title     = {Solving Morphological Analogies Through Generation},
     booktitle = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning (International Joint Conference on
     Artificial Intelligence - European Conference on Artificial Intelligence
     {(IJAI-ECAI}))},
     series    = {{CEUR} Workshop Proceedings},
     volume    = {3174},
     pages     = {29--39},
     publisher = {CEUR-WS.org},
     year      = {2022},
     url       = {https://ceur-ws.org/Vol-3174/paper3.pdf},
     }
        

  • On the Transferability of Neural Models of Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    AIMLAI@ECML-PKDD,
    2021,
    Bilbao/Online, Spain.
    .BIB entries
        @inproceedings{alsaidi:hal-03313591,
     TITLE       = {{On the Transferability of Neural Models of Morphological Analogies}},
     AUTHOR      = {Alsaidi, Safa and Decker, Amandine and Lay, Puthineath and Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     BOOKTITLE   = {{AIMLAI, ECML PKDD 2021: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases}},
     ADDRESS     = {Bilbao/Virtual, Spain},
     YEAR        = {2021},
     KEYWORDS    = {morphological analogy ; deep learning ; transferability ; analogy classification},
     HAL_ID      = {hal-03313591},
     HAL_VERSION = {v1},
     URL         = {https://hal.inria.fr/hal-03313591},
     PDF         = {https://hal.inria.fr/hal-03313591/file/AIMLAI2021___On_the_Transferability_of_Neural_Models_of_Morphological_Analogy.pdf},
     series      = {Communications in Computer and Information Science},
     volume      = {1524},
     pages       = {76--89},
     publisher   = {Springer},
     doi         = {10.1007/978-3-030-93736-2 7},
     }
        

  • Embedding Formal Contexts Using Unordered Composition.
    E. Marquer
    A. Kulkarni
    M. Couceiro

    FCA4AI@ECAI,
    2020,
    Santiago de Compostela, Spain.
    .BIB entries
        @inproceedings{marquer:hal-02912874,
     TITLE = {{Embedding Formal Contexts Using Unordered Composition}},
     AUTHOR = {Marquer, Esteban and Kulkarni, Ajinkya and Couceiro, Miguel},
     URL = {https://hal.archives-ouvertes.fr/hal-02912874},
     BOOKTITLE = {{FCA4AI - 8th International Workshop ''What can FCA do for Artificial Intelligence?''  (colocated with ECAI2020)}},
     ADDRESS = {Santiago de Compostela, Spain},
     YEAR = {2020},
     MONTH = Aug,
     KEYWORDS = {Formal Concept Analysis ; Vector Space Embedding ; Neural Networks ; Complex Data ; Link Prediction ; Clustering},
     PDF = {https://hal.archives-ouvertes.fr/hal-02912874/file/BoA_article_FCA4AI%20%283%29.pdf},
     HAL_ID = {hal-02912874},
     HAL_VERSION = {v1},
     }
        

Dataset

  • Siganalogies - morphological analogies from Sigmorphon 2016 and 2019
    E. Marquer
    M. Couceiro
    S. Alsaidi
    A. Decker
    2022.
    .BIB entries
        @data{MLCFIE_2022,
     author = {Marquer, Esteban and Couceiro, Miguel and Safa Alsaidi and Amandine Decker},
     publisher = {Université de Lorraine},
     title = {{Siganalogies - morphological analogies from Sigmorphon 2016 and 2019}},
     year = {2022},
     version = {V1},
     doi = {10.12763/MLCFIE},
     url = {https://doi.org/10.12763/MLCFIE}
     } 
        

Other

  • Tackling Morphological Analogies Using Deep Learning - Extended Version.
    S. Alsaidi
    A. Decker
    E. Marquer
    P.-A. Murena
    M. Couceiro

    CoRR,
    2021.
    .BIB entries
        @article{DBLP:journals/corr/abs-2111-05147,
     author     = {Safa Alsaidi and
     Amandine Decker and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title      = {Tackling Morphological Analogies Using Deep Learning - Extended Version},
     journal    = {CoRR},
     volume     = {abs/2111.05147},
     year       = {2021},
     url        = {https://arxiv.org/abs/2111.05147},
     eprinttype = {arXiv},
     eprint    = {2111.05147},
     }
        

  • Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings.
    L. Dieudonat
    K. Han
    P. Leavitt
    E. Marquer
    2020.
    student project report.
  • LatticeNN - Deep Learning and Formal Concept Analysis.
    E. Marquer
    2020,
    Université de Lorraine, France.
    masters thesis.
    .BIB entries
        @mastersthesis{marquer:hal-02954843,
     TITLE = {{LatticeNN -- Deep Learning and Formal Concept Analysis}},
     AUTHOR = {Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-02954843},
     PAGES = {74},
     SCHOOL = {{Universit{\'e} de Lorraine}},
     YEAR = {2020},
     MONTH = Sep,
     KEYWORDS = {Formal concept analysis FCA ; deep learning},
     PDF = {https://hal.inria.fr/hal-02954843/file/master_thesis_emarquer.pdf},
     HAL_ID = {hal-02954843},
     HAL_VERSION = {v1},
     }
        

Analogical proportions on embedding spaces

  • Solving Morphological Analogies: from Retrieval to Generation.
    E. Marquer
    M. Couceiro
    2023.
    submitted to Springer special Issue in Annals of Mathematics and Artificial Intelligence: Mathematical Foundations of Analogical Reasoning and Applications.
    .BIB entries
        @article{MarquerAMAI22,
     author    = {Esteban Marquer and
     Miguel Couceiro},
     title     = {Solving morphological analogies: from retrieval to generation},
     eprint={2303.18062},
     archivePrefix={arXiv},
     url       = {https://arxiv.org/abs/2303.18062},
     pdf       = {https://arxiv.org/pdf/2303.18062.pdf},
     }
        

  • Siganalogies - morphological analogies from Sigmorphon 2016 and 2019
    E. Marquer
    M. Couceiro
    S. Alsaidi
    A. Decker
    2022.
    .BIB entries
        @data{MLCFIE_2022,
     author = {Marquer, Esteban and Couceiro, Miguel and Safa Alsaidi and Amandine Decker},
     publisher = {Université de Lorraine},
     title = {{Siganalogies - morphological analogies from Sigmorphon 2016 and 2019}},
     year = {2022},
     version = {V1},
     doi = {10.12763/MLCFIE},
     url = {https://doi.org/10.12763/MLCFIE}
     } 
        

  • Transferring Learned Models of Morphological Analogy.
    E. Marquer
    P.-A. Murena
    M. Couceiro

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{marquer:hal-03783959,
     TITLE = {{Transferring Learned Models of Morphological Analogy}},
     AUTHOR = {Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     URL = {https://hal.inria.fr/hal-03783959},
     BOOKTITLE = {{ATA@ICCBR2022 - Analogies: from Theory to Applications (ATA@ICCBR2022)}},
     ADDRESS = {Nancy, France},
     YEAR = {2022},
     MONTH = Sep,
     KEYWORDS = {Transfer ; Morphological analogies ; Analogy detection},
     PDF = {https://hal.inria.fr/hal-03783959/file/ATA_ICCBR_2022_Transferring_Analogy.pdf},
     HAL_ID = {hal-03783959},
     HAL_VERSION = {v1},
     }
        

  • An analogy based framework for patient-stay identification in healthcare.
    S. Alsaidi
    M. Couceiro
    E. Marquer
    S. Quennelle
    A. Burgun
    N. Garcelon
    A. Coulet

    ATA@ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/AlsaidiCMQBGC22,
     author       = {Safa Alsaidi and
     Miguel Couceiro and
     Esteban Marquer and
     Sophie Quennelle and
     Anita Burgun and
     Nicolas Garcelon and
     Adrien Coulet},
     editor       = {Pascal Reuss and
     Jakob Michael Sch{"{o}}nborn},
     title        = {An analogy based framework for patient-stay identification in healthcare},
     booktitle    = {Workshop Proceedings of the 30th International Conferece on Case-Based
     Reasoning (ICCBR-WS)},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3389},
     pages        = {68--80},
     publisher    = {CEUR-WS.org},
     year         = {2022},
     url          = {https://ceur-ws.org/Vol-3389/ICCBR 2022 Workshop paper 76.pdf},
     }
        

  • Solving Morphological Analogies Through Generation.
    K. Chan
    S. P. Kaszefski{-}Yaschu
    C. Saran
    E. Marquer
    M. Couceiro

    IARML@IJAI-ECAI,
    2022,
    Vienna, Austria.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/ChanKSMC22,
     author    = {Kevin Chan and
     Shane P. Kaszefski{-}Yaschuk and
     Camille Saran and
     Esteban Marquer and
     Miguel Couceiro},
     editor    = {Miguel Couceiro and
     Pierre{-}Alexandre Murena},
     title     = {Solving Morphological Analogies Through Generation},
     booktitle = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning (International Joint Conference on
     Artificial Intelligence - European Conference on Artificial Intelligence
     {(IJAI-ECAI}))},
     series    = {{CEUR} Workshop Proceedings},
     volume    = {3174},
     pages     = {29--39},
     publisher = {CEUR-WS.org},
     year      = {2022},
     url       = {https://ceur-ws.org/Vol-3174/paper3.pdf},
     }
        

  • A Deep Learning Approach to Solving Morphological Analogies.
    E. Marquer
    S. Alsaidi
    A. Decker
    P.-A. Murena
    M. Couceiro

    ICCBR,
    2022,
    Nancy, France.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerADMC22,
     author    = {Esteban Marquer and
     Safa Alsaidi and
     Amandine Decker and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     editor    = {Mark T. Keane and
     Nirmalie Wiratunga},
     title     = {A Deep Learning Approach to Solving Morphological Analogies},
     booktitle = {Case-Based Reasoning Research and Development - 30th International Conference, {ICCBR} 2022},
     series    = {Lecture Notes in Computer Science},
     volume    = {13405},
     pages     = {159--174},
     publisher = {Springer},
     year      = {2022},
     url       = {https://doi.org/10.1007/978-3-031-14923-8 11},
     doi       = {10.1007/978-3-031-14923-8 11},
     pdf       = {https://hal.inria.fr/hal-03660625v1/document},
     }
        

  • An analogy based approach for solving target sense verification.
    G. Zervakis
    E. Vincent
    M. Couceiro
    M. Schoenauer
    E. Marquer

    NLPIR,
    2022,
    Bangkok, Thailand.
    .BIB entries
        @inproceedings{zervakis:hal-03792071,
     TITLE = {{An analogy based approach for solving target sense verification}},
     AUTHOR = {Zervakis, Georgios and Vincent, Emmanuel and Couceiro, Miguel and Schoenauer, Marc and Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-03792071},
     BOOKTITLE = {{NLPIR 2022 - 6th International Conference on Natural Language Processing and Information Retrieval}},
     ADDRESS = {Bangkok, Thailand},
     YEAR = {2022},
     MONTH = Dec,
     KEYWORDS = {target sense verification ; analogical reasoning ; BERT},
     PDF = {https://hal.inria.fr/hal-03792071/file/zervakis_NLPIR22.pdf},
     HAL_ID = {hal-03792071},
     HAL_VERSION = {v1},
     }
        

  • A Neural Approach for Detecting Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    DSAA,
    2021,
    Porto/Online, Portugal.
    .BIB entries
        @inproceedings{DBLP:conf/dsaa/AlsaidiDLMMC21,
     author    = {Safa Alsaidi and
     Amandine Decker and
     Puthineath Lay and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title     = {A Neural Approach for Detecting Morphological Analogies},
     booktitle = {8th {IEEE} International Conference on Data Science and Advanced Analytics,
     {DSAA} 2021, Porto, Portugal, October 6-9, 2021},
     pages     = {1--10},
     publisher = {{IEEE}},
     year      = {2021},
     url       = {https://doi.org/10.1109/DSAA53316.2021.9564186},
     doi       = {10.1109/DSAA53316.2021.9564186},
     }
        

  • On the Transferability of Neural Models of Morphological Analogies.
    S. Alsaidi
    A. Decker
    P. Lay
    E. Marquer
    P.-A. Murena
    M. Couceiro

    AIMLAI@ECML-PKDD,
    2021,
    Bilbao/Online, Spain.
    .BIB entries
        @inproceedings{alsaidi:hal-03313591,
     TITLE       = {{On the Transferability of Neural Models of Morphological Analogies}},
     AUTHOR      = {Alsaidi, Safa and Decker, Amandine and Lay, Puthineath and Marquer, Esteban and Murena, Pierre-Alexandre and Couceiro, Miguel},
     BOOKTITLE   = {{AIMLAI, ECML PKDD 2021: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases}},
     ADDRESS     = {Bilbao/Virtual, Spain},
     YEAR        = {2021},
     KEYWORDS    = {morphological analogy ; deep learning ; transferability ; analogy classification},
     HAL_ID      = {hal-03313591},
     HAL_VERSION = {v1},
     URL         = {https://hal.inria.fr/hal-03313591},
     PDF         = {https://hal.inria.fr/hal-03313591/file/AIMLAI2021___On_the_Transferability_of_Neural_Models_of_Morphological_Analogy.pdf},
     series      = {Communications in Computer and Information Science},
     volume      = {1524},
     pages       = {76--89},
     publisher   = {Springer},
     doi         = {10.1007/978-3-030-93736-2 7},
     }
        

  • Tackling Morphological Analogies Using Deep Learning - Extended Version.
    S. Alsaidi
    A. Decker
    E. Marquer
    P.-A. Murena
    M. Couceiro

    CoRR,
    2021.
    .BIB entries
        @article{DBLP:journals/corr/abs-2111-05147,
     author     = {Safa Alsaidi and
     Amandine Decker and
     Esteban Marquer and
     Pierre{-}Alexandre Murena and
     Miguel Couceiro},
     title      = {Tackling Morphological Analogies Using Deep Learning - Extended Version},
     journal    = {CoRR},
     volume     = {abs/2111.05147},
     year       = {2021},
     url        = {https://arxiv.org/abs/2111.05147},
     eprinttype = {arXiv},
     eprint    = {2111.05147},
     }
        

Analogical proportions and Case Based Reasoning

  • Some Perspectives on Similarity Learning for Case-Based Reasoning and Analogical Transfer.
    F. Barda
    M.-J. Lesot
    E. Marquer
    M. Couceiro

    IARML@IJCAI,
    2023,
    Macau, China.
    .BIB entries
        @inproceedings{DBLP:conf/ijcai/BadraLMC23,
     author       = {Fadi Badra and
     Marie{-}Jeanne Lesot and
     Esteban Marquer and
     Miguel Couceiro},
     editor       = {Miguel Couceiro and
     Stergos D. Afantenos and
     Pierre{-}Alexandre Murena},
     title        = {Some Perspectives on Similarity Learning for Case-Based Reasoning
     and Analogical Transfer},
     booktitle    = {Proceedings of the Workshop on the Interactions between Analogical
     Reasoning and Machine Learning co-located with International Joint
     Conference on Artificial Intelligence {(IJCAI})},
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3492},
     pages        = {16--28},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3492/paper2.pdf},
     }
        

  • Less is Better: An Energy-Based Approach to Case Base Competence.
    E. Marquer
    F. Barda
    M.-J. Lesot
    M. Couceiro
    D. Leake

    ATA@ICCBR,
    2023,
    Aberdeen, Scotland, UK.
    .BIB entries
        @inproceedings{DBLP:conf/iccbr/MarquerBLCL23,
     author       = {Esteban Marquer and
     Fadi Badra and
     Marie{-}Jeanne Lesot and
     Miguel Couceiro and
     David Leake},
     editor       = {Lukas Malburg and
     Deepika Verma},
     title        = {Less is Better: An Energy-Based Approach to Case Base Competence},
     booktitle    = {Proceedings of the Workshops at the 31st International Conference
     on Case-Based Reasoning (ICCBR-WS} 2023),
     series       = {{CEUR} Workshop Proceedings},
     volume       = {3438},
     pages        = {27--42},
     publisher    = {CEUR-WS.org},
     year         = {2023},
     url          = {https://ceur-ws.org/Vol-3438/paper 03.pdf},
     }
        

Embedding spaces for Formal Concept Analysis

  • LatticeNN - Deep Learning and Formal Concept Analysis.
    E. Marquer
    2020,
    Université de Lorraine, France.
    masters thesis.
    .BIB entries
        @mastersthesis{marquer:hal-02954843,
     TITLE = {{LatticeNN -- Deep Learning and Formal Concept Analysis}},
     AUTHOR = {Marquer, Esteban},
     URL = {https://hal.inria.fr/hal-02954843},
     PAGES = {74},
     SCHOOL = {{Universit{\'e} de Lorraine}},
     YEAR = {2020},
     MONTH = Sep,
     KEYWORDS = {Formal concept analysis FCA ; deep learning},
     PDF = {https://hal.inria.fr/hal-02954843/file/master_thesis_emarquer.pdf},
     HAL_ID = {hal-02954843},
     HAL_VERSION = {v1},
     }
        

  • Embedding Formal Contexts Using Unordered Composition.
    E. Marquer
    A. Kulkarni
    M. Couceiro

    FCA4AI@ECAI,
    2020,
    Santiago de Compostela, Spain.
    .BIB entries
        @inproceedings{marquer:hal-02912874,
     TITLE = {{Embedding Formal Contexts Using Unordered Composition}},
     AUTHOR = {Marquer, Esteban and Kulkarni, Ajinkya and Couceiro, Miguel},
     URL = {https://hal.archives-ouvertes.fr/hal-02912874},
     BOOKTITLE = {{FCA4AI - 8th International Workshop ''What can FCA do for Artificial Intelligence?''  (colocated with ECAI2020)}},
     ADDRESS = {Santiago de Compostela, Spain},
     YEAR = {2020},
     MONTH = Aug,
     KEYWORDS = {Formal Concept Analysis ; Vector Space Embedding ; Neural Networks ; Complex Data ; Link Prediction ; Clustering},
     PDF = {https://hal.archives-ouvertes.fr/hal-02912874/file/BoA_article_FCA4AI%20%283%29.pdf},
     HAL_ID = {hal-02912874},
     HAL_VERSION = {v1},
     }
        

Combination of embedding spaces

  • Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings.
    L. Dieudonat
    K. Han
    P. Leavitt
    E. Marquer
    2020.
    student project report.