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Iana S. Polonskaia

3 papers hereh-index 6117 citations7 works total

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

author position
  • first author1
  • middle author1

Across the 2 of 3 papers where every author was matched, so the position is known.

fields
  • cs.NE2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedAutomated Evolutionary Approach for the Design of Composite Machine Learning Pipelines

80 citations · 80 across the 1 of their papers we have counts for

collaborators

3 papers

cs.LG2021★ 80 cited

Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines

Nikolay O. Nikitin, Pavel Vychuzhanin, Mikhail Sarafanov +6

The effectiveness of the machine learning methods for real-world tasks depends on the proper structure of the modeling pipeline. The proposed approach is aimed to automate the desi…

cs.NE2021

Multi-Objective Evolutionary Design of Composite Data-Driven Models

Iana S. Polonskaia, Nikolay O. Nikitin, Ilia Revin +2

In this paper, a multi-objective approach for the design of composite data-driven mathematical models is proposed. It allows automating the identification of graph-based heterogene…

cs.NE2020

The multi-objective optimisation of breakwaters using evolutionary approach

Nikolay O. Nikitin, Iana S. Polonskaia, Anna V. Kalyuzhnaya +1

In engineering practice, it is often necessary to increase the effectiveness of existing protective constructions for ports and coasts (i. e. breakwaters) by extending their config…

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