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Statistics (AISTATS), vol. 238, pp. 550-558, 2024. H. Fokkema, T. van Erven and S. Magliacane. Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions
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control systems. It will address practical limitations that prevent reaching theoretical performance, with particular emphasis on optimal feedback design, actuator optimization, and novel control strategies
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of the practitioner. Hence, there is a strong need for a human-centered approach that enables experts to inform and guide the learning process. The second reason is that interpretable models typically do not achieve
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) to turn these new theoretical developments into performant implementations; building state-of-the-art implementations of these new techniques (e.g., by leveraging data-parallel functional array programming
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: Experience designing and conducting experiments and processing geological samples A theoretical background in thermodynamics, mineralogy, petrology and economic geology Statistics and coding experience A
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guide the learning process. The second reason is that interpretable models typically do not achieve the same level of accuracy as state-of-the-art black-box models. To remedy this, it is worth
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guide the learning process. The second reason is that interpretable models typically do not achieve the same level of accuracy as state-of-the-art black-box models. To remedy this, it is worth
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the Netherlands. In this role, you will contribute to both academic knowledge and practical impact. Tasks for this PhD project include: reviewing existing literature to inform research questions and theoretical
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community social structure affect citizen engagement in collaborative policy making? And how do features of the collaborative policy process interact with social structural properties of communities? - How do
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on the theoretical and algorithmic development of control methods that combine physical modeling and real-time computation. The work will involve deriving reduced-order models, designing controllers that exploit