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Artificial Intelligence in Medicine: Barriers, Solutions, and Strategies. [PDF]
Harrison A +4 more
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White-Box or Black-Box Decision Tree Algorithms: Which to Use in Education?
University students are usually taught data mining through black-box data mining algorithms, which hide the algorithm's details from the user and optionally allow parameter adjustment. This minimizes the effort required to use these algorithms.
Miloš Jovanović +2 more
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Too fast unbiased black-box algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation, 2011Unbiased black-box complexity was recently introduced as a refined complexity model for randomized search heuristics (Lehre and Witt, GECCO 2010). For several problems, this notion avoids the unrealistically low complexity results given by the classical model of Droste, Jansen, and Wegener (Theor. Comput. Sci. 2006).
Benjamin Doerr +2 more
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From black box to glass box: algorithmic explainability as a strategic decision
Information Economics and Policy, 2023The best-performing algorithms are often the least explainable. In parallel, there is growing concern and evidence that algorithms may autonomously engage in misconduct. Inspired by recent regulatory proposals, we propose a simple model of firm compliance and explainability decisions under the threat of (costly and imperfect) regulatory audits.
Xavier Lambin, Adrien Raizonville
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From black-box complexity to designing new genetic algorithms
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Carola Doerr +2 more
exaly +6 more sources
Benchmarking of Continuous Black Box Optimization Algorithms
Evolutionary Computation, 2012Benchmarking of optimization algorithms is necessary to quantitatively assess the performance of optimizers and to understand their strengths and weaknesses. The Black Box Optimization Benchmarking (BBOB) workshops that took place in 2009, 2010, and 2012 during the Genetic and Evolutionary Computation Conference (GECCO) were set up to benchmark both ...
Anne Auger +2 more
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