TOPIC CLASSIFICATION OF UZBEK TEXTS
Journal Title: International scientific journal Science and Innovation - Year 2024, Vol 3, Issue 9
Abstract
Topic classification of text is an important task in the field of natural language processing, where the main goal is to classify text data into predefined categories. In this study, we analyze the dataset creation and methods for evaluating multi-tag news series as part of topic-based topic classification. First, in the article, we present obtained corpus for the classification of texts in Uzbek language. This corpus was collected from 5 different news and press websites and contains 4 categories of news, press and legal texts. We also trained a rule-based machine learning model and a neural network model for subject classification in this newly created corpus experiment. Experiments show that models based on recurrent neural network and convolutional neural network outperform rule-based models.
Authors and Affiliations
Salaev U. , Matlatipov S. G.
Keywords
Related Articles
- EP ID EP747994
- DOI 10.5281/zenodo.13882462
- Views 32
- Downloads 0
KNOWLEDGE AND SKILLS: A SCRUTINY OF METHODS OF TEACHING FOREIGN LANGUAGE (ENGLISH) IN HIGHER EDUCATION INSTITUTIONS OF UZBEKISTAN
The purpose of the paper is to dissect intricately the methods of teaching foreign languages in Uzbek higher education institutions. The author (a) underscores the significance of methodology in teaching foreign language...
OBTAINING A CHEMICAL COMPOSITION FROM DRY EXTRACT OF ARTICHOKE (CYNARA SCOLYMUS L.L.)
The article presents data on the study of obtaining a chemical composition from a dry extract of the medicinal plant artichoke spiny, as well as some biological active substances in the dry extract. Metrological charac...
SOCIAL AND HYGIENIC ASPECTS OF HEALTH PROTECTION OF EMPLOYEES AT ENTERPRISES OF THE CHEMICAL AND PHARMACEUTICAL INDUSTRY
Depending on the quantitative characteristic and duration of action, individual production factors can become dangerous. A dangerous labor factor is a factor in the environment and labor process, which can be the cause o...
THE ADVANTAGES OF AN INNOVATIVE APPROACH TO TEACHING AND DEVELOPMENT METHODS OF THE ARTISTIC AND TECHNICAL SKILLS OF STUDENTS IN VISUAL ARTS CLASSES
This article discusses the advantages of an innovative approach to teaching and methods of developing students' artistic and technical skills in art classes and a new approach to art classes.
ANALYSIS OF THE RATIONAL USE OF DRUGS USED IN CERVICAL CANCER
One of the important ways to develop the health system of the Republic of Uzbekistan is the rational use of drugs in medical practice. Medicines can provide an effective, cost-effective solution to a number of health-rel...