Have a personal or library account? Click to login
Natural Language Processing Methods Application in Defense Budget Analysis Cover

Natural Language Processing Methods Application in Defense Budget Analysis

Open Access
|Sep 2024

Abstract

Transferring to economy 5.0 makes a great emphasis on Artificial Intelligence technologies implementation in civil and military areas. The aim of the article is to model relation between the Ukrainian Ministry of Defense budget programs and strategic goals and tasks. The classical budget analysis methodology is extended with NLP technics. The analysis is performed for defense budget program 2101020 - Ensuring the activities of the Armed Forces of Ukraine, training of personnel and troops, medical support of personnel, military service veterans and their family members, and war veterans. Either TF-IDF or more advanced NLP methods are used along with Python libraries and packages. It is found that some goals intersect with each other by semantic similarity. Despite the lack of data, we build proof of concept machine learning model and proved its effectiveness.

DOI: https://doi.org/10.2478/sbe-2024-0039 | Journal eISSN: 2344-5416 | Journal ISSN: 1842-4120
Language: English
Page range: 290 - 307
Published on: Sep 10, 2024
Published by: Lucian Blaga University of Sibiu
In partnership with: Paradigm Publishing Services
Publication frequency: 3 times per year

© 2024 Tetiana Zatonatska, Ganna Kharlamova, Vadym Pakholchuk, Alim Syzov, published by Lucian Blaga University of Sibiu
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.