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Constantin Grigo
ORCID
Publication Activity (10 Years)
Years Active: 2018-2019
Publications (10 Years): 4
Top Topics
Bayesian Model
Machine Learning
Sparse Data
Posterior Distribution
Top Venues
CoRR
SIAM/ASA J. Uncertain. Quantification
J. Comput. Phys.
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Publications
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Constantin Grigo
,
Phaedon-Stelios Koutsourelakis
A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime.
J. Comput. Phys.
397 (2019)
Constantin Grigo
,
Phaedon-Stelios Koutsourelakis
A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime.
CoRR
(2019)
Constantin Grigo
,
Phaedon-Stelios Koutsourelakis
Bayesian Model and Dimension Reduction for Uncertainty Propagation: Applications in Random Media.
SIAM/ASA J. Uncertain. Quantification
7 (1) (2019)
Constantin Grigo
,
Phaedon-Stelios Koutsourelakis
A data-driven model order reduction approach for Stokes flow through random porous media.
CoRR
(2018)