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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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Eekhout, I. (author), van Buuren, S. (author), Visser, B. (author), Bink, M.C.A.M. (author), Huisman, A. (author)Intensive longitudinal data can be used to explore important associations and patterns between various types of inputs and outcomes. Nonlinear relations and irregular measurement occasions can pose problems to develop an accurate model for these kinds of data. This paper focuses on the development, fitting and evaluation of a prediction model...article 2023
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Pantos, C. (author), Hildmann, H. (author), Valente, J. (author)This study aims to explore the communication capabilities for video crucial applications of two commercial drones—the Parrot AR.Drone 2.0 and the Parrot Anafi—in a greenhouse environment. Experiments were conducted on Received Signal Strength (RSS), Round-Trip Time (RTT) and the throughput on 802.11n at the 2.4 GHz network. From the experiments,...article 2023
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Peysakhovich, V. (author), Ledegang, W. (author), Houben, M. (author), Groen, E. (author)Eye movements analysis has great potential for understanding operator behaviour in many safety-critical domains, including aviation. In addition to traditional eye-tracking measures on pilots’ visual behavior, it seems promising to incorporate machine learning approaches to classify pilots’ visual scanning patterns. However, given the multitude...conference paper 2022
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Rozsas, A. (author), Slobbe, A. (author), Huizinga, W. (author), Kruithof, M. (author), ajithkumar Pillai, K. (author), Kleijn, K. (author), Giardina, G. (author)This paper proposes an automated approach to predict crack pattern similarities that correlate well with assessment by structural engineers. We use Siamese convolutional neural networks (SCNN) that take two crack pattern images as inputs and output scalar similarity measures. We focus on 2D masonry facades with and without openings. The image...article 2022
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Schoonderwoerd, T.A.J. (author), van Zoelen, E.M. (author), van den Bosch, K. (author), Neerincx, M.A. (author)The rapid advancement of technology empowered by artificial intelligence is believed to intensify the collaboration between humans and AI as team partners. Successful collaboration requires partners to learn about each other and about the task. This human-AI co-learning can be achieved by presenting situations that enable partners to share...article 2022
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David, L.Z. (author), Schraagen, J.M.C. (author), Endedijk, M. (author)The increased complexity of modern sociotechnical systems (STS) necessitates the need for a manageable representation of their attributes, to augment our understanding and enable the development of ways through which we can increase their effectiveness, efficiency, and safety. Although many of the methodologies developed in the Human Factors...article 2022
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Pierik, H.J. (author), Leuven, J.R.F.W. (author), Busschers, F.S. (author), Hijma, M. (author), Kleinhans, M.G. (author)Estuaries comprise channels vital for economic activity and bars as valuable habi tats. They are increasingly under human-induced pressures (e.g. sea-level rise and dredging), resulting in morphological changes that affect navigability, flood safety and ecology. Antecedent geology may strongly steer how estuary channels will adapt to these...article 2022
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- de Bruin, G.J. (author), Pereira Barata, A. (author), van den Herik, H.J. (author), Takes, F.W. (author), Veenman, C.J. (author) article 2022
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Schadd, M.P.D. (author), Schoonderwoerd, T.A.J. (author), van den Bosch, K. (author), Visker, O.H. (author), Haije, T. (author), Veltman, K.H.J. (author)The rapid progress in artificial intelligence enables technology to more and more become a partner of humans in a team, rather than being a tool. Even more than in human teams, partners of human–agent teams have different strengths and weaknesses, and they must acknowledge and utilize their respective capabilities. Coordinated team collaboration...article 2022
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van Zoelen, E.M. (author), van den Bosch, K. (author), Neerincx, M.A. (author)A team develops competency by progressive mutual adaptation and learning, a process we call co-learning. In human teams, partners naturally adapt to each other and learn while collaborating. This is not self-evident in human-robot teams. There is a need for methods and models for describing and enabling co-learning in human-robot partnerships....conference paper 2021
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Human-centered XAI: Developing design patterns for explanations of clinical decision support systemsSchoonderwoerd, T.A.J. (author), Jorritsma, W. (author), Neerincx, M.A. (author), van den Bosch, K. (author)Much of the research on eXplainable Artificial Intelligence (XAI) has centered on providing transparency of machine learning models. More recently, the focus on human-centered approaches to XAI has increased. Yet, there is a lack of practical methods and examples on the integration of human factors into the development processes of AI-generated...article 2021
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van Stijn, J.J. (author), Neerincx, M.A. (author), van Teije, A. (author), Vethman, S. (author)Increasing automation in the healthcare sector calls for a Hybrid Intelligence (HI) approach to closely study and design the collaboration of humans and autonomous machines. Ensuring that medical HI systems' decision-making is ethical is key. The use of Team Design Patterns (TDPs) can advance this goal by describing successful and reusable...conference paper 2021
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van der Waa, J. (author), Verdult, S. (author), van den Bosch, K. (author), van Diggelen, J. (author), Haije, T. (author), van der Stigchel, B. (author), Cocu, I. (author)With the progress of Artificial Intelligence, intelligent agents are increasingly being deployed in tasks for which ethical guidelines and moral values apply. As artificial agents do not have a legal position, humans should be held accountable if actions do not comply, implying humans need to exercise control. This is often labeled as Meaningful...article 2021
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van Zoelen, E.M. (author), van den Bosch, K. (author), Neerincx, M. (author)Becoming a well-functioning team requires continuous collaborative learning by all team members. This is called co-learning, conceptualized in this paper as comprising two alternating iterative stages: partners adapting their behavior to the task and to each other (co-adaptation), and partners sustaining successful behavior through communication...article 2021
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van Bekkum, M.A. (author), de Boer, M.H.T. (author), van Harmelen, F. (author), Meyer-Vitali, A. (author), ten Teije, A. (author)The unification of statistical (data-driven) and symbolic (knowledge-driven) methods is widely recognized as one of the key challenges of modern AI. Recent years have seen a large number of publications on such hybrid neuro-symbolic AI systems. That rapidly growing literature is highly diverse, mostly empirical, and is lacking a unifying view of...article 2021
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Tajaddini, M. (author), Brinkman, W.P. (author), ten Teije, A. (author), Neerincx, M. (author)The field of Hybrid Intelligence (HI) is like a vast land with many tribes that speak different languages. Our goal is to develop a linguafranca to unify the peoples of the HI land. We expect our language to facilitate documentation and communication of research results and thus collaboration among various HI fields by making use of design...conference paper 2021
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Alrushud, K.M. (author), Gomez-Guillamon Buendia, V.A. (author), Podilchak, S.K. (author)A planar quasi-endfire surface-wave antenna (SWA) using substrate integrated waveguide (SIW) technology for integration with CubeSats and other small satellites is proposed in this letter. This antenna can be attached to the body of the satellite, resulting in a compact and low-cost design. A quasi-endfire beam pattern is achieved by the...article 2021
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van Zoelen, E.M. (author), van den Bosch, K. (author), Rauterberg, M. (author), Barakova, E. (author), Neerincx, M. (author)As robots become more ubiquitous, they will increasingly need to behave as our team partners and smoothly adapt to the (adaptive) human team behaviors to establish successful patterns of collaboration over time. A substantial amount of adaptations present themselves through subtle and unconscious interactions, which are difficult to observe. Our...article 2021
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Jung, B. (author), de Jong, M. (author), Fermani, P. (author), on behalf of the KM3NeT Collaboration, (author)The cubic-kilometre neutrino telescope, consisting of large-scale 3D-arrays of photomultiplier tubes (PMTs) currently under construction on the Mediterranean seabed, relies on accurate calibration procedures in order to answer its science goals. These proceedings present an overview of a novel gain calibration method based on highly compressed...conference paper 2021