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van Zoelen, E.M. (author), van den Bosch, K. (author), Abbink, D. (author), Neerincx, M.A. (author)When humans and AI-agents collaborate, they need to continuously learn about each other and the task. We propose a Team Design Pattern that utilizes adaptivity in the behavior of human and agent team partners, causing new Collaboration Patterns to emerge. Human-AI Co-Learning takes place when partners can formalize recognized patterns of...conference paper 2023
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Erten, Ö. (author), Mehryar, S. (author), Çelebi, R. (author), Brewster, C. (author)Gene Ontology (GO) and its Annotations (GOA) provide a controlled and evolving vocabulary for gene products and gene functions widely used in molecular biology. GO & GOA are updated and maintained both automatically from biological publications and manually by curators. These knowledge bases however are often incomplete for two reasons: 1)...conference paper 2023
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De Boer, M.H.T. (author), Bakker, R.M. (author), Burghoorn, M. (author)The world is changing, which means that formal representations of (part of) the world should change with it. In this paper, we explore to what extent automation of updating ontologies or taxonomies could be possible using Hybrid AI. We use Natural Language Processing (NLP) methods to automatically recognize and integrate new concepts and...conference paper 2023
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De Boer, M.H.T. (author), Oosterheert, L. (author), Bakker, R.M. (author)The labour market is currently heavily struggling with friction in demand and supply. Skills-based approaches deliver promising results. These approaches ask for a common and up-to-date skills language to achieve their full potential. Skills ontologies such as ESCO and O*NET exist, but tend to get outdated soon, as the labour market changes...conference paper 2023
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Yilmaz, A. (author), Naidu, R. (author), Brewster, C. (author)Food safety is more than ever dependent on data collected about food samples by means of both laboratory analysis and, more recently, non-destructive sensors. The latter emerging technologies for food safety monitoring show great promise for ensuring the quality and suitability of food. Being non-destructive and quantitative as well as rapid and...conference paper 2023
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Garcia-Castro, R. (author), Lefrançois, M. (author), Poveda-Villalon, M. (author), Daniele, L. (author)This book chapter provides the motivation for the SAREF ontology as well as its relationship with existing IoT ontologies, focussing on the smart home and smart application domains. Provides the context of its origin and evolution since its first version published by ETSI in November 2015 and details how it is developed in practice. The chapter...bookPart 2023
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de Gelder, E. (author), Paardekooper, J.P. (author), Saberi, A.K. (author), Elrofai, H. (author), op den Camp, O.M.G.C. (author), Kraines, S. (author), Ploeg, J. (author), de Schutter, B. (author)The development of new assessment methods for the performance of automated vehicles is essential to enable the deployment of automated driving technologies, due to the complex operational domain of automated vehicles. One contributing method is scenario-based assessment in which test cases are derived from real-world road traffic scenarios...conference paper 2022
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Sijs, J. (author), Fletcher, J. (author)Robotic systems operating in the real world would benefit from a clear semantic model to understand their interactions with the real world. Such semantics are typically captured in an ontology. Unfortunately, the underlying model of existing ontologies requires many work-arounds before it can be used to capture general knowledge about objects...conference paper 2022
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van der Weerdt, R. (author), de Boer, V. (author), Daniele, L. (author), Nouwt, B. (author), Siebes, R. (author)SAREF is an ontology created to enable interoperability between smart devices, but there is a lack in the literature of practical examples to implement SAREF in real applications. We validate the practical implementation of SAREF through two approaches. We first examine two methods to map the IoT data available in a smart home into linked data...article 2022
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Grinberg, M. (author), Stöber, R.M. (author), Edlund, K. (author), Rempel, E. (author), Godoy, P. (author), Reif, R. (author), Widera, A. (author), Madjar, K. (author), Schmidt-Heck, W. (author), Marchan, R. (author), Sachinidis, A. (author), Spitkovsky, D. (author), Hescheler, J. (author), Carmo, H. (author), Arbo, M.D. (author), van de Water, B. (author), Wink, S. (author), Vinken, M. (author), Rogiers, V. (author), Escher, S. (author), Hardy, B. (author), Mitic, D. (author), Myatt, G. (author), Waldmann, T. (author), Mardinoglu, A. (author), Damm, G. (author), Seehofer, D. (author), Nüssler, A. (author), Weiss, T.S. (author), Oberemm, A. (author), Lampen, A. (author), Schaap, M.M. (author), Luijten, M. (author), van Steeg, H. (author), Thasler, W.E. (author), Kleinjans, J.C.S. (author), Stierum, R.H. (author), Leist, M. (author), Rahnenführer, J. (author), Hengstler, J.G. (author)Correction to: Arch Toxicol (2014) 88:2261–2287 https://doi.org/10.1007/s00204-014-1400-x.article 2022
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Adhikari, A. (author), Wenink, E. (author), van der Waa, J.S. (author), Bouter, C.A. (author), Tolios, I. (author), Raaijmakers, S.A. (author)Several useful taxonomies have been published that survey the eXplainable AI (XAI) research field. However, these taxonomies typically do not show the relation between XAI solutions and several use case aspects, such as the explanation goal or the task context. In order to better connect the field of XAI research with concrete use cases and user...conference paper 2022
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Krishnan, S. (author), Vermeulen, R. (author), Pronk, A. (author), Gyori, B.M. (author), Bachman, J.A. (author), Vlaanderen, J. (author), Stierum, R. (author)BACKGROUND: Mechanistic data is increasingly used in hazard identification of chemicals. However, the volume of data is large, challenging the efficient identification and clustering of relevant data. OBJECTIVES: We investigated whether evidence identification for hazard assessment can become more efficient and informed through an automated...article 2022
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Cavill, R. (author), Bouwman, J. (author)Metabolic pathways are the foundation for understanding metabolomic data in its biochemical context. By mapping metabolomic results to these pathways and identifying those which are altered in the experiment, we can easily add biological interpretability to our experimental results. However, to perform these analyses in a robust, reproducible...bookPart 2022
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Paardekooper, J.P. (author), Comi, M. (author), Grappiolo, C. (author), Snijders, R. (author), van Vught, W. (author), Beekelaar, R. (author)An increasing number of tasks is being taken over from the human driver as automated driving technology is developed. Accidents have been reported in situations where the automated driving technology was not able to function according to specifications. As data-driven Artificial Intelligence (AI) systems are becoming more ubiquitous in automated...conference paper 2021
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Bouter, C. (author), Kruiger, H. (author), Verhoosel, J.P.C. (author)Data pre-processing, analysis, and quality checks are constantly tailored to a specific data set. Ontology Based Data Access (OBDA) can provide the interoperability layer to apply the same procedure on heterogeneous data sets. The SOSA ontology, for example, provides a domain-independent generalization of sensor measurements, and is already...conference paper 2021
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Lu, Y.J. (author), Zhang, H. (author), Ngo, C.W. (author), de Boer, M. (author), Schavemaker, J. (author), Schutte, K. (author), Kraaij, W. (author)0-Shot System - The simple exact matching performs the best - The quality of concepts selected to represent an event is more important than quantity - It's an open problem of how to harness the ontology-based mapping MER System - In key evidence localization, we emphasize the event relevancy first, then the hot concepts - We recommend three...conference paper 2020
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Kähler, E. (author), Neubauer, G. (author), van Berlo, M.P.W. (author), Stelkens-Kobsch, T.H. (author)Within DRIVER+ a terminology was developed including the most relevant terms and definitions applied within the project. This terminology was dedicated to enhancing shared understanding within the project team as well as to support an improved understanding of the output of the project in the broader crisis and disaster management community....conference paper 2020
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van Bilsen, J.H.M. (author), Dulos, R. (author), van Stee, M.F. (author), Meima, M.Y. (author), Rouhani Rankouhi, T. (author), Neergaard Jacobsen, L. (author), Staudt Kvistgaard, A. (author), Garthoff, J.A. (author), Knippels, L.M.J. (author), Knipping, K. (author), Houben, G.F. (author), Verschuren, L. (author), Meijerink, M. (author), Krishnan, S. (author)A healthy immune status is strongly conditioned during early life stages. Insights into the molecular drivers of early life immune development and function are prerequisite to identify strategies to enhance immune health. Even though several starting points for targeted immune modulation have been identified and are being developed into...article 2020
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Sijs, J. (author), van Vught, W. (author), Voogd, J. (author)Autonomous robots that operate in indoor, uncertain environments move around from one location to the next to fulfill a set of ordered task. To do so, they need a floor plan of the building to plan their route. In case the building is unfamiliar to a robot it can employ online mapping techniques, though these techniques are resource intensive...conference paper 2020
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Yang, C. (author), Hawwash, D. (author), de Baets, B. (author), Bouwman, J. (author), Lachat, C. (author)Robust recommendations for healthy diets and nutrition require careful synthesis of available evidence. Given the increasing volume of research articles generated, the retrieval and synthesis of evidence are increasingly becoming laborious and time-consuming. Information technology could help to reduce workload for humans. To guide supervised...article 2020