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Book of Abstracts : MORML '16 : Workshop on Data-driven Model Order Reduction and Machine Learning

, , and (Eds.) Stuttgart, University of Stuttgart, (2016)

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Online Adaptive Model Reduction for Nonlinear Systems via Low-Rank Updates., and . SIAM J. Scientific Computing, (2015)Fast Insight into High-Dimensional Parametrized Simulation Data., , , and . ICMLA (2), page 265-270. IEEE, (2012)978-1-4673-4651-1.Density Estimation with Adaptive Sparse Grids for Large Data Sets., , and . SDM, page 443-451. SIAM, (2014)A Sparse-Grid-Based Out-of-Sample Extension for Dimensionality Reduction and Clustering with Laplacian Eigenmaps., , and . Australasian Conference on Artificial Intelligence, volume 7106 of Lecture Notes in Computer Science, page 112-121. Springer, (2011)Image Segmentation with Adaptive Sparse Grids., , , and . Australasian Conference on Artificial Intelligence, volume 8272 of Lecture Notes in Computer Science, page 160-165. Springer, (2013)Multifidelity Monte Carlo Estimation with Adaptive Low-Fidelity Models.. SIAM/ASA J. Uncertain. Quantification, 7 (2): 579-603 (2019)Classification with Probability Density Estimation on Sparse Grids, , , and . Sparse Grids and Applications - Munich 2012, volume 97 of Lecture Notes in Computational Science and Engineering, page 255--270. Springer International Publishing, (January 2014)Density Estimation with Adaptive Sparse Grids for Large Data Sets, , and . Proceedings of the 2014 SIAM International Conference on Data Mining, page 443--451. SIAM, (January 2017)Spatially adaptive sparse grids for high-dimensional data-driven problems, , and . Journal of Complexity, 26 (5): 508--522 (Oktober 2010)Parametric model order reduction by sparse-grid-based interpolation on matrix manifolds for multidimensional parameter spaces., , , , and . ECC, page 2727-2732. IEEE, (2014)