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Kaltenbach, Sebastian; Koutsourelakis, Phaedon-Stelios Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems. (English) Zbl 07507234 J. Comput. Phys. 419, Article ID 109673, 31 p. (2020). MSC: 68-XX 74-XX PDFBibTeX XMLCite \textit{S. Kaltenbach} and \textit{P.-S. Koutsourelakis}, J. Comput. Phys. 419, Article ID 109673, 31 p. (2020; Zbl 07507234) Full Text: DOI arXiv
Katsoulakis, Markos A.; Vilanova, Pedro Data-driven, variational model reduction of high-dimensional reaction networks. (English) Zbl 1453.62637 J. Comput. Phys. 401, Article ID 108997, 39 p. (2020). MSC: 62M10 37M10 60H10 92E20 68T05 PDFBibTeX XMLCite \textit{M. A. Katsoulakis} and \textit{P. Vilanova}, J. Comput. Phys. 401, Article ID 108997, 39 p. (2020; Zbl 1453.62637) Full Text: DOI arXiv
Opper, Manfred An estimator for the relative entropy rate of path measures for stochastic differential equations. (English) Zbl 1378.60087 J. Comput. Phys. 330, 127-133 (2017). MSC: 60H10 62F10 PDFBibTeX XMLCite \textit{M. Opper}, J. Comput. Phys. 330, 127--133 (2017; Zbl 1378.60087) Full Text: DOI
Katsoulakis, Markos A.; Rey-Bellet, Luc; Wang, Jie Scalable information inequalities for uncertainty quantification. (English) Zbl 1375.82043 J. Comput. Phys. 336, 513-545 (2017). MSC: 82B31 62J05 82B26 62B10 PDFBibTeX XMLCite \textit{M. A. Katsoulakis} et al., J. Comput. Phys. 336, 513--545 (2017; Zbl 1375.82043) Full Text: DOI arXiv
Koutsourelakis, P. S.; Zabaras, N.; Girolami, M. Special issue: Big data and predictive computational modeling. (English) Zbl 1349.00279 J. Comput. Phys. 321, 1252-1254 (2016). MSC: 00B25 68-06 62-06 65-06 PDFBibTeX XMLCite \textit{P. S. Koutsourelakis} et al., J. Comput. Phys. 321, 1252--1254 (2016; Zbl 1349.00279) Full Text: DOI