CLASSIFICATION OF TEXT DATA

Mualliflar

  • Asqar Raxmanov ##default.groups.name.author##
  • Zebiniso Abduvaliyeva ##default.groups.name.author##

{$ Etel}:

Classification, vector, nearest neighbor method, Word2Vec, SVM, Apollon's sphere, BOW, TF-IDF

Abstrak

 This article discusses the TF-IDF modeling method for converting given text data into a vector quantity for further classification. Using the TF-IDF modeling method, a cosine classifier for text data is obtained. This classifier can be used not only for classifying text data but also for classifying arbitrary vector data. The use of the obtained modeling and classification results with other methods allows determining the most effective classification method. 

Mualliflarning tarjimai hollari

  • Asqar Raxmanov

     Associate professor at Tashkent University of Information Technologies

     

     

  • Zebiniso Abduvaliyeva

     Assistant at Tashkent University of Information Technologies

     

     

Bibliografik havolalar

1. Rakhmanov A.T., Abduvalieva Z.A. Management of Document Flow Based on Mathematical Modeling. Muhammad al-Khwarizmiy avlodlari Scientific and Analytical Journal. ISSN-2181-9211.3(29)/2024 C 224-227.

2. Abduvalieva Z.A , Marisheva L.T, Latipova N.X, Sheyna N.E. Structure and functional features of document management systems on the example of the department. Journal of Northeastern University, Volume 25 Issue 04, 2022.

3. Marysheva L.T. Rakhmonov A.T. Latipova N.Kh. Abduvalieva Z.A. METHODS FOR IMPLEMENTING DOCUMENT FLOW BASED ON THE USE. «Science and innovation» Научный республиканский журнал. №MG-2024-06-7438

4. Isaeva, M., Yoon, H., Y.: Paperless university — How we can make it work?. In: 15th International Conference on Information Technology Based Higher Education and Training (ITHET). pp. 1–8 (2016). Luo, H., Fan, Y., Wu, C.: Overview of Workflow Technology. J. Softw. 11, 78-82

5. Fan, Yusun: Base on Workflow Management Technology. Beijin:Tsinghua University Press, 32, (2001)

6. DerryJatnikaa, Moch Arif Bijaksanaa ,ArieArdiyanti Suryania. International Conferenceon,12-13September 2019 Word2Vec Model Analysis for Semantic Similarities in English Words. Computer Science and Computational Intelligence 2019 (ICCSCI)

7. Chen, Hong-na, Zu, Xu, Zhou, Feng: On the Developing Situation, Research Content and Trend of Workflow Technology. Journal of Chongqing Instiute of Technology. 20(2), 65-69 (2006)

8. Li, Zhao, Qing, Li, Farong, Zhong: A Visual Modeling Framework of Workflow Systems Based on CCS. Semantics, Knowledge and Grid. Fifth International Conference. pp. 200-207 (2009).

Nashr qilingan

2025-03-10

Nashr

Bo'lim

Texnika fanlari

Qanday qilib quyish kerak

CLASSIFICATION OF TEXT DATA. (2025). “ILK TADQIQOTLAR VA NAZARIYALAR” XALQARO ILMIY-ELEKTRON JURNAL, 1(4), 12-16. https://pstjournal.uz/index.php/pst/article/view/17