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We encourage contributions on methods, techniques and applications that are both domain-specific but also transversal to different application domains. In particular, we solicit contributions that aim to focus on semantic data mining for providing and/or enhancing interpretability, | We encourage contributions on methods, techniques and applications that are both domain-specific but also transversal to different application domains. In particular, we solicit contributions that aim to focus on semantic data mining for providing and/or enhancing interpretability, | ||
+ | The 2nd edition of SEDAMI will be co-located with the [[https:// | ||
- | ====== SEDAMI | + | The [[start2021|1st edition of SEDAMI]] was co-located with [[https:// |
+ | |||
+ | |||
+ | ====== SEDAMI | ||
+ | |||
+ | ====== Program ====== | ||
+ | * The workshop will take place on Sunday, October 1st | ||
+ | * Location: [[https:// | ||
+ | * Session starts at 9:00, see [[https:// | ||
+ | |||
+ | ===== Schedule ===== | ||
+ | The presentation should be around 15 minutes with 5 minutes for questions. | ||
+ | The total time reserved from one presentation is 20 minutes. | ||
+ | |||
+ | ^Time^Accepted paper^ | ||
+ | | 09:00 - 09:10 | Introduction to the workshop | | ||
+ | | 09:10 - 09:30 | Visual patterns in an interactive app for analysis based on control charts and SHAP values \\ //Iwona Grabska-Gradzińska, | ||
+ | | 09:30 - 09:50 | Improving understandability of explanations with a usage of expert knowledge \\ //Maciej Szelążek, Szymon Bobek and Grzegorz J. Nalepa// | | ||
+ | | 09:50 - 10:20 | Post–Mining on Association Rule Bases \\ //Dietmar Seipel, Marcel Waleska, Daniel Weidner, Sven Rausch and Martin Atzmueller// | ||
+ | | 10:20 - 10:30 | Leveraging Graph Embedding for Opinion Leader Detection in Dynamic Social Networks \\ //Yunming Hui, Melisachew Wudage Chekol and Shihan Wang// | | ||
+ | |||
+ | |||
+ | |||
+ | **Organising committee** | ||
+ | |||
+ | * Szymon Bobek, | ||
+ | * Martin Atzmueller, | ||
+ | * Nada Lavrac, Jožef Stefan Institute, Slovenia | ||
+ | |||
+ | ===== Important dates===== | ||
+ | * **Submission Deadline:** 31.07.2023 | ||
+ | * **Notification of Acceptance: | ||
+ | * **Camera-Ready Versions Due:** < | ||
+ | * **Workshop date:** 30 September - 1 October 2023 | ||
===== Call for papers ===== | ===== Call for papers ===== | ||
- | {{ :sedami:sedami2021-cfp.pdf |Call For Papers | + | * Full CFP: {{ :sedami:sedami2023-cfp.pdf |Call for papers}} |
- | ===== Motivation for the workshop | + | * One-pager: {{ : |
+ | ===== Aims and Scope ===== | ||
The general goal of data mining is to uncover novel, interesting, | The general goal of data mining is to uncover novel, interesting, | ||
Thus, recent advances of data mining and machine learning apparently bring new challenges in its practical use in data mining, including interpretability, | Thus, recent advances of data mining and machine learning apparently bring new challenges in its practical use in data mining, including interpretability, | ||
Using semantic information such as domain/ | Using semantic information such as domain/ | ||
+ | |||
+ | The aim of this workshop, is to get an insight into the current status of research in semantic data mining, showing how to include/ | ||
+ | |||
+ | We encourage contributions on methods, techniques and applications that are both domain-specific but also transversal to different application domains. In particular, we solicit contributions that aim to focus on semantic data mining for providing and/or enhancing interpretability, | ||
===== Topics of interest ===== | ===== Topics of interest ===== | ||
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* Introduction of semantics into the data mining process | * Introduction of semantics into the data mining process | ||
+ | * Explainable artificial intelligence and domain knowledge | ||
* Declarative domain knowledge | * Declarative domain knowledge | ||
* Declarative data mining | * Declarative data mining | ||
- | * Knowledge | + | |
+ | * Integration of causal machine learning and expert knowledge | ||
+ | * Neuro-symbolic artificial intelligence | ||
+ | | ||
* Feature engineering for transparency and explanation | * Feature engineering for transparency and explanation | ||
* Knowledge-based data mining approaches | * Knowledge-based data mining approaches | ||
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* Applications of all of the above | * Applications of all of the above | ||
- | ===== Workshop format ===== | ||
- | We are aiming at the 0.5-day workshop that includes regular paper presentations of peer reviewed research papers (10-12 pages including references), | ||
+ | ===== Program Committee (tentative) ===== | ||
+ | * Sören Auer, Leibniz University of Hannover & TIB, Germany | ||
+ | * Klaus-Dieter Althoff, University of Hildesheim & DFKI, Germany | ||
+ | * Przemysław Biecek, Warsaw University of Technology, Poland | ||
+ | * Johannes Fürnkranz, Johannes Kepler University Linz, Austria | ||
+ | * João Gama, University of Porto, Portugal | ||
+ | * Kristian Kersting, TU Darmstadt, Germany | ||
+ | * Stan Matwin, Dalhousie University, Canada | ||
+ | * Sławomir Nowaczyk, Halmstad University, Sweden | ||
+ | * Jose Palma, Universidad de Murcia, Spain | ||
+ | * Mykola Pechenizkyi, | ||
+ | * Marc Plantevit, Université Lyon, France | ||
+ | * Eric Postma, Tilburg University, The Netherlands | ||
+ | * Céline Rouveirol, Université Sorbonne Paris Nord, France | ||
+ | * Ute Schmid, University of Bamberg, Germany | ||
+ | * Marek Sikora, Silesian University of Technology, Poland | ||
+ | * Dietmar Seipel, University of Würzburg, Germany | ||
+ | * Blaž Škrlj, Jožef Stefan Institute, Slovenia | ||
+ | * Jerzy Stefanowski, | ||
+ | * Stefano Teso, KU Leuven, Belgium | ||
+ | * Gerhard Weikum, Max Planck Institute for Informatics, | ||
+ | * Filip Železny, CTU, Prague, Czech Republic | ||
+ | * Agnieszka Ławrynowicz, | ||
+ | * Weronika T. Adrian, AGH UST, Krakow, Poland | ||
- | ===== Program Committee ===== | ||
- | ===== Important dates===== | ||
- | * ** Submission Deadline:** May 4, 2021 (AoE) | ||
- | * ** Notification of Acceptance: | ||
- | * ** Camera-Ready Versions Due:** June 6, 2021 (AoE) | ||
- | * ** Workshop date:** August 21-26, 2021 | ||
===== Submission details ===== | ===== Submission details ===== | ||
- | Please submit papers using the dedicated [[https:// | + | |
+ | {{: | ||
+ | |||
+ | Please submit papers using the dedicated [[https:// | ||
+ | |||
+ | Furthermore, | ||
+ | |||
+ | All submitted papers must: | ||
+ | * be written in English; | ||
+ | * contain author names, affiliations, | ||
+ | * be formatted according to the [[https:// | ||
+ | * be in PDF (make sure that the PDF can be viewed on any platform). | ||