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Titlebook: Artificial Intelligence in Medicine; 20th International C Martin Michalowski,Syed Sibte Raza Abidi,Samina Ab Conference proceedings 2022 Th

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School Uniform Reforms in Modern Japanmonstrate that our model outperforms existing state-of-the-art models under the same privacy budget on several benchmark data sets. In addition, we combine our method with federated learning, enabling a more secure way of synthetic data generation without the need of uploading locally collected data to a central repository.
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Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patientshat inputs disease and patient-specific information and outputs a management plan. We describe research focused on selected aspects of pipeline development and illustrate these aspects with a clinical case implemented using the PDDL planning language and the OPTIC planner.
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DP-CTGAN: Differentially Private Medical Data Generation Using CTGANsmonstrate that our model outperforms existing state-of-the-art models under the same privacy budget on several benchmark data sets. In addition, we combine our method with federated learning, enabling a more secure way of synthetic data generation without the need of uploading locally collected data to a central repository.
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0302-9743 in Halifax, NS, Canada, in June 2022.. The 39 full papers presented together with 7 short papers were selected from 113 submissions. The papers are grouped in topical sections on knowledge-based system; machine learning; medical image processing; predictive modeling; natural language processing..978
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Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients diseases is supported by clinical practice guidelines, concurrent application of multiple guidelines requires checking for possible adverse interactions between interventions and mitigating them, before a management plan is constructed. In earlier work, we developed an approach that casts the probl
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Ontological Representation of Causal Relations for a Deep Understanding of Associations Between Vari associations without going further. However, each association comes from causal relations. Causal diagrams are visual representations enabling to understand causal mechanisms behind the association found. In the era of big data and growing number of variables, visual approaches become inefficient.
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