Search Results - "Beckh, Katharina"
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Impact of using text classifiers for standardising maintenance data of wind turbines on reliability calculations
Published in IET renewable power generation (01-11-2024)“…This study delves into the challenge of efficiently digitalising wind turbine maintenance data, traditionally hindered by non‐standardised formats…”
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From admission to discharge: a systematic review of clinical natural language processing along the patient journey
Published in BMC medical informatics and decision making (29-08-2024)“…Medical text, as part of an electronic health record, is an essential information source in healthcare. Although natural language processing (NLP) techniques…”
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Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems
Published in IEEE transactions on knowledge and data engineering (01-01-2023)“…Despite its great success, machine learning can have its limits when dealing with insufficient training data. A potential solution is the additional…”
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The Effect of Effort on the Allocation of Visual Attention During the Induction of General Anesthesia: A SEEV Model Analysis
Published in Proceedings of the Human Factors and Ergonomics Society Annual Meeting (01-12-2020)“…Anesthesiologists work in complex work environments where optimal scanning of information is critical for patient safety. The Salience, Effort, Expectancy,…”
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Die Nachvollziehbarkeit von KI-Anwendungen in der Medizin: Eine Betrachtung aus juristischer Perspektive mit Beispielszenarien
Published in Medizinrecht (13-07-2021)Get full text
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Die Nachvollziehbarkeit von KI-Anwendungen in der Medizin
Published in Medizinrecht (01-06-2021)Get full text
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An Empirical Evaluation of the Rashomon Effect in Explainable Machine Learning
Published 27-06-2023“…The Rashomon Effect describes the following phenomenon: for a given dataset there may exist many models with equally good performance but with different…”
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Supporting verification of news articles with automated search for semantically similar articles
Published 29-03-2021“…Fake information poses one of the major threats for society in the 21st century. Identifying misinformation has become a key challenge due to the amount of…”
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Harnessing Prior Knowledge for Explainable Machine Learning: An Overview
Published in 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (01-02-2023)“…The application of complex machine learning models has elicited research to make them more explainable. However, most explainability methods cannot provide…”
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Conference Proceeding -
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Explainable Machine Learning with Prior Knowledge: An Overview
Published 21-05-2021“…This survey presents an overview of integrating prior knowledge into machine learning systems in order to improve explainability. The complexity of machine…”
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Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems
Published 28-05-2021“…Despite its great success, machine learning can have its limits when dealing with insufficient training data. A potential solution is the additional…”
Get full text
Journal Article