Data cleaning and preprocessing methods for automatic detection of textual information in social networks: data cleaning and preprocessing methods for automatic detection of textual information in social networks

Юлдошев , Ю., Отахонова , Б., Обидова , К.

Темир йўл транспорти: долзарб масалалар ва инновациялар · 2026-yil

Annotatsiya

Today, social networks, such as Twitter, Facebook, Instagram and other platforms, have become one of the main means of exchanging information between people. Every day, millions of users interact with various text posts, comments, statuses, and thoughts, from which various information, trends, and conclusions can be drawn. At the same time, texts posted on social networks are often written in informal language, with abbreviations, emojis, vague expressions, and sometimes grammatical errors. This makes it difficult to automatically analyze text data. To effectively analyze text data, it is necessary to clean and preprocess it. The process of cleaning data involves removing unnecessary elements from the text, such as special characters, emoji, stop words, and spelling errors. Preprocessing involves formatting the text for analysis, converting words to their root form, and converting them to lowercase. These processes are important for obtaining accurate results in analyzing texts in social networks.

Maqola ma’lumotlari
MualliflarЮлдошев , Ю., Отахонова , Б., Обидова , К.
JurnalТемир йўл транспорти: долзарб масалалар ва инновациялар
NashriyotТошкент давлат транспорт университети
ISSN2181-953X
Nashr sanasi2026-09-10
Jild6
Son2
Betlar86-93
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-09-11

Maqolaning asl sahifasi

Kalit so‘zlar

классификация текста, социальные сети, короткий текст, неформальный язык, обработка естественного языка (NLP), машинное обучение, глубокое обучение, токен, стемминг, стоп-слово., text classification, social networks, short text, informal language, natural language processing (NLP), machine learning, deep learning, token, stemming, stop word.

Ilmiy soha

Texnika

Iqtibos keltirish

APAЮлдошев , Ю., Отахонова , Б., & Обидова , К. (2026). DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS. Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 86-93. https://transportjournals.com/index.php/InnoTrans/article/view/208
GOST (OAK)Юлдошев , Ю., Отахонова , Б., Обидова , К. DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS // Темир йўл транспорти: долзарб масалалар ва инновациялар. – 2026. – T. 6, № 2. – P. 86-93.
MLAЮлдошев , Ю., Отахонова , Б., and Обидова , К. “DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS.” Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 86-93, 2026. https://transportjournals.com/index.php/InnoTrans/article/view/208
ChicagoЮлдошев , Ю., Отахонова , Б., and Обидова , К. “DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS.” Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 86-93 (2026). https://transportjournals.com/index.php/InnoTrans/article/view/208
HarvardЮлдошев , Ю., Отахонова , Б., and Обидова , К (2026) ‘DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS’, Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 86-93. https://transportjournals.com/index.php/InnoTrans/article/view/208
BibTeX
@article{article2026,
  title = {DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS: DATA CLEANING AND PREPROCESSING METHODS FOR AUTOMATIC DETECTION OF TEXTUAL INFORMATION IN SOCIAL NETWORKS},
  author = {Юлдошев , Ю. and Отахонова , Б. and Обидова , К.},
  journal = {Темир йўл транспорти: долзарб масалалар ва инновациялар},
  year = {2026},
  volume = {6},
  number = {2},
  pages = {86-93},
  url = {https://transportjournals.com/index.php/InnoTrans/article/view/208}
}

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