A presentation, CV, and home page for and by Esteban Marquer.
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.
@article{MarquerAMAI22,
author = {Esteban Marquer and
Miguel Couceiro},
title = {Solving morphological analogies: from retrieval to generation},
year = {2024},
journal = {AMAI:MFARA},
publisher = {Springer},
eprint={2303.18062},
archivePrefix={arXiv},
url = {https://arxiv.org/abs/2303.18062},
pdf = {https://arxiv.org/pdf/2303.18062.pdf},
}
@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},
}
@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},
}
@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}
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@article{MarquerAMAI22,
author = {Esteban Marquer and
Miguel Couceiro},
title = {Solving morphological analogies: from retrieval to generation},
year = {2024},
journal = {AMAI:MFARA},
publisher = {Springer},
eprint={2303.18062},
archivePrefix={arXiv},
url = {https://arxiv.org/abs/2303.18062},
pdf = {https://arxiv.org/pdf/2303.18062.pdf},
}
@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}
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}
@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},
}