Comparative Analysis of the Use of Decision Trees and Lasso Regression

This paper considers the issue of comparing two methods of analyzing the relationships between sets of natural numbers ordered in ascending order: decision trees and Lasso regression. A comparative analysis of the positive and negative aspects of using both methods is carried out. The simplicity of the calculations, the visibility of the obtained model, and its informative value are evaluated. Finally, recommendations are given on choosing a method for analyzing correlations between sets of natural numbers.

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Publication Details

Journal
Journal of Computer and Systems Sciences International
Published
2025-10-01
DOI
https://doi.org/10.1134/s1064230725700650
Primary Topic
Statistical and Computational Modeling
Type
article
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Comparative Analysis of the Use of Decision Trees and Lasso Regression

Journal of Computer and Systems Sciences International
Statistical and Computational Modeling
article

Comparative Analysis of the Use of Decision Trees and Lasso Regression

article en

Abstract

This paper considers the issue of comparing two methods of analyzing the relationships between sets of natural numbers ordered in ascending order: decision trees and Lasso regression. A comparative analysis of the positive and negative aspects of using both methods is carried out. The simplicity of the calculations, the visibility of the obtained model, and its informative value are evaluated. Finally, recommendations are given on choosing a method for analyzing correlations between sets of natural numbers.

Journal of Computer and Systems Sciences InternationalVol. 64(5)
Russian Academy of Sciences (RU)
Peace, Justice and strong institutions
Openalex Percentile: Top 19%
Statistical and Computational Modeling
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Comparative Analysis of the Use of Decision Trees and Lasso Regression · Journal of Computer and Systems Sciences International (2025) | TGRS Research Map | TGRS