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Snelder, M. (author), Smit, S. (author), Schadd, M. (author), Walraven, E. (author)Network design problems such as the optimization of road capacities, public transport lines and frequencies, mobility hub locations, shared mobility services and traffic signal settings have been extensively studied in literature using sequential bi-level optimization. However, due to the computational burden, the design and response spaces that...conference paper 2023
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Stroek, K. (author), Visser, A. (author), van der Ploeg, C.P.B. (author), Zwaveling-Soonawala, N. (author), Heijboer, A.C. (author), Bosch, A.M. (author), van Trotsenburg, P. (author), Boelen, A. (author), Hoogendoorn, M. (author), de Jonge, R. (author)Objective. The Dutch Congenital hypothyroidism (CH) Newborn Screening (NBS) algorithm for thyroidal and central congenital hypothyroidism (CH-T and CH-C, respectively) is primarily based on determination of thyroxine (T4) concentrations in dried blood spots, followed by thyroid-stimulating hormone (TSH) and thyroxine-binding globulin (TBG)...article 2023
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Souto Lima, E. (author), van Stokkum, R. (author), van der Klauw, M. (author), Hooftman, W.E. (author)Dit rapport bevat een beschrijving van de aanleiding, methoden en resultaten van het project “Machine Learning: A Data Driven Burnout Risk Analysis”, uitgevoerd in het voorjaar van 2019. In dit project zijn moderne machine learning (ML) algoritmes gebruikt om op een data gedreven manier oorzaken te vinden van burn-out symptomen in het...report 2022
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- Bartezzaghi, A. (author), Giurgiu, I. (author), Marchiori, C. (author), Rigotti, M. (author), Sebastian, R. (author), Malossi, C. (author) conference paper 2022
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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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Schultes, E. (author), Roos, M. (author), Bonino da Silva Santos, L.O. (author), Guizzardi, G. (author), Bouwman, J. (author), Hankemeier, T. (author), Baak, A. (author), Mons, B. (author)Although all the technical components supporting fully orchestrated Digital Twins (DT) currently exist, what remains missing is a conceptual clarification and analysis of a more generalized concept of a DT that is made FAIR, that is, universally machine actionable. This methodological overview is a first step toward this clarification. We...article 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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Shahmohammadi, M.S. (author), Parker, L.A. (author), Henke, S. (author), Urbanus, J.H. (author)Microplastics are a growing environmental and toxicological concern, having been found in the remotest locations of the earth and within multiple organs of the human body. However, the scale of the problem is not yet fully known as the smallest micro- and nanoplastics (MNPs) cannot accurately be measured due to limitations in measurement and...article 2022
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Albers, N. (author), Neerincx, M.A. (author), Brinkman, W.P. (author)Behavior change applications often assign their users activities such as tracking the number of smoked cigarettes or planning a running route. To help a user complete these activities, an application can persuade them in many ways. For example, it may help the user create a plan or mention the experience of peers. Intuitively, the application...article 2022
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- Booij, T.M. (author), Chiscop, I. (author), Meeuwissen, E. (author), Moustafa, N. (author), Hartog, F.T.H.D. (author) article 2022
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Neumann, N.M.P. (author), Wezeman, R.S. (author)Quantum computers can solve specific complex tasks for which no reasonable-time classical algorithm is known. Quantum computers do however also offer inherent security of data, as measurements destroy quantum states. Using shared entangled states, multiple parties can collaborate and securely compute quantum algorithms. In this paper we propose...conference paper 2022
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Spataru, A. (author), van Dommelen, P. (author), Arnaud, L. (author), Le Masne, Q. (author), Quarteroni, S. (author), Koledova, E.B. (author)Background. Our aim was to develop a machine learning model, using real-world data captured from a connected auto-injector device and from early indicators from the first 3 months of treatment, to predict sub-optimal adherence to recombinant human growth hormone (r-hGH) in patients with growth disorders. Methods. Adherence to r-hGH treatment was...article 2022
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Selberherr, E. (author), Grau, J.H. (author), Meixner, M. (author), Liere, K. (author), Ercolini, D. (author), de Filippo, C. (author), Caderni, G. (author), Brigidi, P. (author), Turroni, S. (author)The core microbiome, which refers to a set of consistent microbial features across populations, is of major interest in microbiome research and has been addressed by numerous studies. Understanding the core microbiome can help identify elements that lead to dysbiosis, and lead to treatments for microbiome-related health states. However, defining...article 2022
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van der Ploeg, C. (author), Alirezaei, M. (author), van de Wouw, N. (author), Esfahani, P.M. (author)In this article, we propose a tractable nonlinear fault estimation filter along with explicit performance bounds for a class of linear dynamical systems in the presence of both additive and nonlinear multiplicative faults. We consider the case, where both faults may occur simultaneously and through an identical dynamical relationship, a setting...article 2022
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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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Veugen, P.J.M. (author), Kamphorst, B (author), van de L'Isle, N. (author), van Egmond, M.B. (author)We show how multiple data-owning parties can collabora tively train several machine learning algorithms without jeopardizing the privacy of their sensitive data. In particular, we assume that every party knows specific features of an overlapping set of people. Using a secure implementation of an advanced hidden set intersection protocol and a...conference paper 2021
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- Neumann, N.M.P. (author) conference paper 2021
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- Arora, A. (author), Dimitrovski, T. (author), Litjens, R. (author), Zhang, H. (author) conference paper 2021
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Chiscop, I. (author), Gazdag, A. (author), Bosman, J. (author), Biczók, G. (author)Multiple attacks have shown that in-vehicle networks have vulnerabilities which can be exploited. Securing the Controller Area Network (CAN) for modern vehicles has become a necessary task for car manufacturers. Some attacks inject potentially large amount of fake messages into the CAN network; however, such attacks are relatively easy to detect...conference paper 2021
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Neumann, N.M.P. (author), van Heesch, M.P.P. (author), Phillipson, F. (author), Smallegange, A.A.P. (author)Quantum computers have the potential to outshine classical alternatives in solving specific problems, under the assumption of mature enough hardware. A specific subset of these problems relate to military applications. In this paper we consider the state-of-the-art of quantum technologies and different applications of this technology....conference paper 2021