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Igor Melnyk

22 papers hereh-index 171.2k citations31 works total

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

author position
  • first author6
  • middle author15
  • last author1

Across the 22 of 22 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • cs.CL6
  • q-bio.BM3
  • cs.CV2
  • physics.comp-ph1
same name
  • Igor Melnyk — 4 papers, h 7
  • Igor Melnyk — 2 papers, h 3

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172024
most citedDeep learning algorithm for data-driven simulation of noisy dynamical system

113 citations · 221 across the 19 of their papers we have counts for

collaborators
Showing 2018 · physics.comp-phShow all

1 paper · 2 filters

physics.comp-ph2018★ 113 cited

Deep learning algorithm for data-driven simulation of noisy dynamical system

Kyongmin Yeo, Igor Melnyk

We present a deep learning model, DE-LSTM, for the simulation of a stochastic process with an underlying nonlinear dynamics. The deep learning model aims to approximate the probabi…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.