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Dimitrios G. Giovanis
ORCID
Publication Activity (10 Years)
Years Active: 2021-2023
Publications (10 Years): 5
Top Topics
Dimensional Data
White Box
Supervised Learning
Dimension Reduction
Top Venues
CoRR
J. Comput. Phys.
SIAM J. Sci. Comput.
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Publications
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Nikolaos Evangelou
,
Dimitrios G. Giovanis
,
George A. Kevrekidis
,
Grigorios A. Pavliotis
,
Ioannis G. Kevrekidis
Machine Learning for the identification of phase-transitions in interacting agent-based systems.
CoRR
(2023)
Ketson R. M. dos Santos
,
Dimitrios G. Giovanis
,
Michael D. Shields
Grassmannian Diffusion Maps-Based Dimension Reduction and Classification for High-Dimensional Data.
SIAM J. Sci. Comput.
44 (2) (2022)
Katiana Kontolati
,
Dimitrios Loukrezis
,
Dimitrios G. Giovanis
,
Lohit Vandanapu
,
Michael D. Shields
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems.
CoRR
(2022)
Katiana Kontolati
,
Dimitrios Loukrezis
,
Dimitrios G. Giovanis
,
Lohit Vandanapu
,
Michael D. Shields
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems.
J. Comput. Phys.
464 (2022)
Katiana Kontolati
,
Dimitrios Loukrezis
,
Ketson R. M. dos Santos
,
Dimitrios G. Giovanis
,
Michael D. Shields
Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models.
CoRR
(2021)