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teaam:start [2019/03/01 09:23] – first cfp gjn | teaam:start [2019/10/07 16:00] – [Schedule] fix new lines gjn | ||
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Chairs: [[http:// | Chairs: [[http:// | ||
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===== Organizers ===== | ===== Organizers ===== | ||
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* interpretable machine learning in medical applications | * interpretable machine learning in medical applications | ||
* explanatory user interfaces and human computer interaction for explainable AI | * explanatory user interfaces and human computer interaction for explainable AI | ||
+ | * consequences of black-box AI systems in medicine | ||
* ethical aspects, law and social responsibility | * ethical aspects, law and social responsibility | ||
* emotion-based personalization and affective computing solutions in medicine | * emotion-based personalization and affective computing solutions in medicine | ||
* human-oriented adaptation in medical systems | * human-oriented adaptation in medical systems | ||
- | * patient behaviour change detection | + | * patient behaviour change detection |
- | * person-centered health care | + | * context-aware |
- | * context-aware medical systems | + | * empowering patients and self-management |
- | * empowering patients and self-management | + | |
- | * consequences of black-box | + | |
===== Motivation ===== | ===== Motivation ===== | ||
- | The investment and development of AI in the clinical field offers huge societal benefits in the current era of digital medicine, with a significant amount of data around healthcare processes captured in the form of Electronic Health Records, health insurance claims, medical imaging databases, disease registries, spontaneous reporting sites, clinical trials, etc. This positive impact is put under the spotlight regarding the medical responsibilities, | + | The investment and development of AI in the clinical field offers huge societal benefits in the current era of digital medicine, with a significant amount of data around healthcare processes captured in the form of Electronic Health Records, health insurance claims, medical imaging databases, disease registries, spontaneous reporting sites, clinical trials, etc. This positive impact is put under the spotlight regarding the medical responsibilities, |
- | ===== Format ===== | ||
- | The proposed workshop will include paper presentations and invited talks related to the workshop topics listed above, as well as a panel discussion. All submitted papers will be subject to a review by the workshop Program Committee . Based on the number of high quality submissions we will define the length of the presentations that will be followed by time for questions and discussion from the audience. | ||
- | ===== Proceedings | + | ===== Schedule |
- | We are aiming at proving CEUR WS proceedings containg all the papers presented at the workshop. Furthermore, | + | |
- | ===== Program Committee ===== | ||
- | (tentative) | ||
- | Martin Atzmueller, Univeristy of Tilburg, The Netherlands | + | {{: |
+ | **Keynote speaker:** Prof. Marcin Grzegorzek, Universität zu Lübeck, Institut für Medizinische Informatik | ||
- | Piotr Augustyniak, | + | **Title:** // |
- | Hendrik Blockeel, Katholieke Universiteit Leuven, Belgium | + | **Abstract: |
- | Jerzy Błaszczyński, Poznań University | + | ===== Proceedings ===== |
+ | We are aiming at proving CEUR WS proceedings containg all the papers presented at the workshop. Furthermore, we are considering a proposal | ||
- | David Camacho, Universidad Autonoma de Madrid, Spain | + | ===== Program Committee ===== |
+ | (tentative)\\ | ||
+ | Martin Atzmueller, Univeristy of Tilburg, The Netherlands\\ | ||
+ | Piotr Augustyniak, | ||
+ | Jerzy Błaszczyński, | ||
+ | David Camacho, Universidad Autonoma de Madrid, Spain\\ | ||
+ | Manuel Campos, University of Murcia, Spain\\ | ||
+ | Alex Freitas, University of Kent, United Kingdom\\ | ||
+ | Alejandro Rodríguez González, Universidad Politecnica de Madrid\\ | ||
+ | Marcin Grzegorzek, Universität zu Lübeck, Germany\\ | ||
+ | Jean-Baptiste Lamy, University Paris 13, France\\ | ||
+ | Giorgio Leonardi, University Piemonte Orientale, Italy\\ | ||
+ | Helena Lindgren, Umeå University, Sweden\\ | ||
+ | Zachary Lipton, Carnegie Mellon University, USA\\ | ||
+ | Peter Lucas Leiden University, The Netherlands\\ | ||
+ | Agnieszka Ławrynowicz, | ||
+ | Juan Carlos Nieves, Umeå University, Sweden\\ | ||
+ | Erini Ntoutsi, Leibniz University Hannover, Germany\\ | ||
+ | Jose Palma, University of Murcia, Spain\\ | ||
+ | Niels Peek, University of Manchester, United Kingdom\\ | ||
+ | Petra Povalej Brzan, University of Maribor, Slovenia\\ | ||
+ | John F. Rauthmann, Universität zu Lübeck, Germany\\ | ||
+ | Myra Spiliopoulou, | ||
+ | Stephen Swift, Brunel University, United Kingdom\\ | ||
+ | Allan Tucker, Brunel University, United Kingdom\\ | ||
+ | Cristina Soguero Ruiz, Universidad Rey Juan Carlos, Spain\\ | ||
- | Manuel Campos, University of Murcia, Spain | + | ===== Important Dates ===== |
- | Alex Freitas, University of Kent, United Kingdom | + | * Paper submission: |
+ | * Notification: | ||
+ | * Camera-ready: | ||
+ | * Workshop: | ||
- | Johannes Fürnkranz. TU Darmstadt, Germany | + | ===== Paper submission ===== |
- | Marcin Grzegorzek, Universität zu Lübeck, Germany | + | The Easychair installation at https:// |
- | Giorgio Leonardi, University Piemonte Orientale, Italy | + | ===== Schedule ===== |
- | Peter Lucas Leiden University, The Netherlands | + | 9:00-10:30 Opening session (Chair: J. Stefanowski) |
- | Agnieszka Ławrynowicz, | + | 9:00 TEAAM Opening: Workshop chairs\\ |
+ | 9:15 Marcin Grzegorzek: Human-centred Pattern Recognition for Assistive Health Technologies | ||
- | Erini Ntoutsi, Leibniz University Hannover, Germany | + | 10:30-10:50 Coffee Break |
- | Jose Palma, University of Murcia, Spain | + | 10:50-11:50 Session 1 (Chair: J. Juarez) |
- | John F. Rauthmann, Universität zu Lübeck, Germany | + | 10:50 Olga Kamińska, et al.: Self organizing maps using acoustic features for prediction of state change in bipolar disorder\\ |
+ | 11:10 Alexander Galozy, et al.: Towards Understanding ICU Treatments using Patient Health Trajectories\\ | ||
+ | 11:30 Erica Ramirez, et al.: Interpretable Anomaly Detection and Classification of Multivariate Time Series for Transparent Human Gait Analysis | ||
- | Spiliopoulou Otto-von-Guericke-University Magdeburg, Germany | + | 11:50-12:50 Session 2 (Chair: S. Nowaczyk) |
- | ===== Important Dates ===== | + | 11:50 Leon Kopitar, et al.: Local vs. Global Interpretability of Machine Learning Models in Type 2 Diabetes Mellitus Screening\\ |
+ | 12:10 Bernardo Cánovas Segura, et al.: Exploring antimicrobial resistance prediction using post-hoc interpretable methods\\ | ||
+ | 12:30 Katarzyna Kobylińska, | ||
- | * Paper submission: 2019-04-15 | + | 12:50 - 14:00 Lunch Break |
- | * Notification: | + | |
- | * Camera-ready: | + | |
- | * Workshop: TBD | + | |
- | ===== Paper submission ===== | + | 14:00 - 15:30 Session 3 (Chair: G. Stiglic) |
+ | |||
+ | 14:00 Keyuan Jiang, et al.: An Explainable Approach of Inferring Potential Medication Effects from Social Media Data\\ | ||
+ | 14:20 Xuwen Wang, et al.: A Computational Framework towards Medical Image Explanation | ||
+ | 14:40 Discussion and workshop closing | ||
- | A separate Easychair installation will be provided. Springer LNCS format of PDF submissions is required. | + | 15:30 - 16:00 (farewell) Coffee Break |