INTERNATIONAL SYSTEM OF KNOWLEDGE EXCHANGE FOR YOUNG SCIENTISTS

Main Article Content

Olesia Barkovska
Vladyslav Kholiev
Daria Pyvovarova
Georgiy Ivaschenko
Dmytro Rosinskiy

Abstract

The paper proposes a system which is electronic data storage (of qualification works of students from different countries) and provides the capability to identify and connect young scientists conducting research on a related problem area. The purpose of developing this system is to provide opportunities for knowledge exchange, research in a team on a common problem, as well as to identify scientific trends in different countries. In this paper, the preprocessing methods influence on the work of classifiers such as Logistic Regression, LSTM, BERT, LightGBM was researched. A study was conducted on the speed of classification and F1 assessment. Conclusions. Lemmatization showed to require a shorter operating time compared to steaming by almost twice and a better score by an average of 5 percent, so it was decided to use the Logistic Regression classifier with lemmatization at the stage of text preparation in the subsequent operation of the proposed ISKE.

Article Details

Section
Information systems research
Author Biographies

Olesia Barkovska, Kharkiv National University of RadioElectronics, Kharkiv

Candidate of Technical Sciences, Associate Professor, Associate Professor of the Department of Electronic Computers

Vladyslav Kholiev, Kharkiv National University of RadioElectronics, Kharkiv

student of the Department of Electronic Computers

Daria Pyvovarova, Kharkiv National University of RadioElectronics, Kharkiv

Assistant lecturer of the Department of Electronic Computers

Georgiy Ivaschenko , Kharkiv National University of RadioElectronics, Kharkiv

Candidate of Technical Sciences, Associate Professor, Associate Professor of the Department of Electronic Computers

Dmytro Rosinskiy, Kharkiv National University of RadioElectronics, Kharkiv

Senior Lecturer of the Department of Electronic Computers

References

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