A Factorial Study of Neural Network Learning from Differences for Regression

Autor: Mathieu d’Aquin, Emmanuel Nauer, Jean Lieber

Publikováno v: International Conference on Case-Based Reasoning, ICCBR 2022
International Conference on Case-Based Reasoning, ICCBR 2022, Sep 2022, Nancy, France. pp.289-303, ⟨10.1007/978-3-031-14923-8_19⟩
Case-Based Reasoning Research and Development ISBN: 9783031149221

International audience; For regression tasks, using neural networks in a supervised way typically requires to repeatedly (over several iterations called epochs) present a set of items described by a number of features and the expected value to the ne

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8526a17987253bc72b52c7b2a8998ab2
https://hal.science/hal-03765220/document

When Revision-Based Case Adaptation Meets Analogical Extrapolation

Autor: Emmanuel Nauer, Jean Lieber, Henri Prade

Publikováno v: Case-Based Reasoning Research and Development: 29th International Conference, ICCBR 2021, Salamanca, Spain, September 13–16, 2021, Proceedings ; ISBN 978-3-030-86956-4
29th International Conference on Case-Based Reasoning (ICCBR 2021)
29th International Conference on Case-Based Reasoning (ICCBR 2021), Sep 2021, Salamanca (virtual), Spain. pp.156-170, ⟨10.1007/978-3-030-86957-1_11⟩
Case-Based Reasoning Research and Development ISBN: 9783030869564
ICCBR

Case-based reasoning, where cases are described in terms of problem-solution pairs \(\mathtt{case}^{}=(\mathtt{x}, \mathtt{y})\), amounts to propose a solution to a new problem on the basis of past experience made of stored cases. On the one hand, th

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::af480be27ce819c746cb6c73305f108c
https://inria.hal.science/hal-03483112/document

Assisting the RDF Annotation of a Digital Humanities Corpus using Case-Based Reasoning

Autor: Jean Lieber, Siyana Pavlova, Emmanuel Nauer, Olivier Bruneau, Nicolas Lasolle

Publikováno v: The 19th International Semantic Web Conference-ISWC 2020
The 19th International Semantic Web Conference-ISWC 2020, Nov 2020, Athens, Greece
Lecture Notes in Computer Science ISBN: 9783030624651
ISWC (2)

International audience; The Henri Poincaré correspondence is a corpus composed of around 2100 letters which is a rich source of information for historians of science. Semantic Web technologies provide a way to structure and publish data related to t

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::de8403f914c45b050919f55a67b91e51
https://hal.univ-lorraine.fr/hal-02942578/document

The French Correction: When Retrieval Is Harder to Specify than Adaptation

Autor: Reynault Sies, Julien Romary, Isabelle Mornard, Yves Lepage, Jean Lieber, Emmanuel Nauer

Publikováno v: Case-Based Reasoning Research and Development ISBN: 9783030583415
ICCBR
ICCBR 2020-28th International Conference on Case-Based Reasoning
ICCBR 2020-28th International Conference on Case-Based Reasoning, Jun 2020, Salamanca / Virtual, Spain. pp.15, ⟨10.1007/978-3-030-58342-2_20⟩

International audience; A common idea in the eld of case-based reasoning is that the retrieval step can be specied by the use of some similarity measure: the retrieved cases maximize the similarity to the target problem and, then, the adaptation step

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::aafe3042641ae8e0c3ef5a712c0f5abf
https://doi.org/10.1007/978-3-030-58342-2_20

Making the Best of Cases by Approximation, Interpolation and Extrapolation

Autor: Gilles Richard, Emmanuel Nauer, Henri Prade, Jean Lieber

Publikováno v: Case-Based Reasoning Research and Development ISBN: 9783030010805
ICCBR
ICCBR 2018-26th International Conference on Case-Based Reasoning
ICCBR 2018-26th International Conference on Case-Based Reasoning, Jul 2018, Stockholm, Sweden
ICCBR 2018: Case-Based Reasoning Research and Development
26th International Conference on Case Based Reasoning (ICCBR 2018)
26th International Conference on Case Based Reasoning (ICCBR 2018), Jul 2018, Stockholm, Sweden. pp.580-596, ⟨10.1007/978-3-030-01081-2_38⟩

International audience; Case-based reasoning usually exploits source cases (consisting of a source problem and its solution) individually, on the basis of the similarity between the target problem and a particular source problem. This corresponds to

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::4100799926ea9ae59e489e1eef060953
https://doi.org/10.1007/978-3-030-01081-2_38