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Active learning for adaptive surrogate model improvement in high-dimensional problems

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This paper investigates a novel approach to efficiently construct and improve surrogate models in problems with high-dimensional input and output. In this approach, the principal components and corresponding features of the high-dimensional output are first id... ...