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researcher

Dimitrios G. Giovanis

7 papers hereh-index 352 citations8 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author6

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.LG1
  • math.DS1
  • physics.chem-ph1
  • physics.data-an1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedManifold learning-based polynomial chaos expansions for high-dimensional surrogate models

39 citations · 48 across the 7 of their papers we have counts for

collaborators
Showing 2024Show all

2 papers · 1 filter

physics.chem-ph2024

Discovering deposition process regimes: leveraging unsupervised learning for process insights, surrogate modeling, and sensitivity analysis

Geremy Loachamín Suntaxi, Paris Papavasileiou, Eleni D. Koronaki +8

This work introduces a comprehensive approach utilizing data-driven methods to elucidate the deposition process regimes in Chemical Vapor Deposition (CVD) reactors and the interpla…

cs.LG2024★ 8 cited

Integrating supervised and unsupervised learning approaches to unveil critical process inputs

Paris Papavasileiou, Dimitrios G. Giovanis, Gabriele Pozzetti +6

This study introduces a machine learning framework tailored to large-scale industrial processes characterized by a plethora of numerical and categorical inputs. The framework aims…

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