Clustering algorithm based on similarity of objects

Akhram Khasanovich Nishanov, Alisher Tursunov, Fayzullo Farhod o'g'li Ollamberganov

Кимёвий технология. Назорат ва бошқарув · 2024-yil

Annotatsiya

The article discusses the problem of drug clustering. Initially, k classes are randomly formed and the resulting training sample is preprocessed, then the similarity between objects of each class is assessed based on the proximity function and the criterion for assessing the contribution of objects to the formation of their own class. It is usually expressed as a percentage and represents the degree of mutual similarity of objects of each class. In the next steps of the algorithm, first one object is taken from the first class and by adding it to all k classes, the contribution of this object to this class is measured. The object remains in the class that contributed the most. This process is repeated several times in a row for all objects of the class. The process stops when the location of objects does not change and the degree of similarity exceeds the required percentage. As a result, the necessary clusters are formed.

Maqola ma’lumotlari
MualliflarAkhram Khasanovich Nishanov, Alisher Tursunov, Fayzullo Farhod o'g'li Ollamberganov
JurnalКимёвий технология. Назорат ва бошқарув
NashriyotТошкент давлат техника университети, «Ўзқурилишматериаллар» ДАК, «Ўзкимёсаноат» ДАК, «Совпластитал» ҚҚ, Ўзбекистон Интеллектуал мулк агентлиги
ISSN2181-1105, 1815-4840
Nashr sanasi2024-08-30
Jild2024
Son4
Betlar11-21
TilIngliz
Ilmiy sohaTexnika
DOI10.59048/2181-1105.1586
Indeksga qo‘shilgan2026-09-02

DOI: 10.59048/2181-1105.1586 · Maqolaning asl sahifasi

Ilmiy soha

Texnika

Iqtibos keltirish

APAAkhram Khasanovich Nishanov, Alisher Tursunov, & Fayzullo Farhod o'g'li Ollamberganov (2024). CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS. Кимёвий технология. Назорат ва бошқарув, 2024(4), 11-21. https://doi.org/10.59048/2181-1105.1586
GOST (OAK)Akhram Khasanovich Nishanov, Alisher Tursunov, Fayzullo Farhod o'g'li Ollamberganov CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS // Кимёвий технология. Назорат ва бошқарув. – 2024. – T. 2024, № 4. – P. 11-21. – DOI: 10.59048/2181-1105.1586.
MLAAkhram Khasanovich Nishanov, Alisher Tursunov, and Fayzullo Farhod o'g'li Ollamberganov. “CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS.” Кимёвий технология. Назорат ва бошқарув, 2024(4), 11-21, 2024. https://doi.org/10.59048/2181-1105.1586
ChicagoAkhram Khasanovich Nishanov, Alisher Tursunov, and Fayzullo Farhod o'g'li Ollamberganov. “CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS.” Кимёвий технология. Назорат ва бошқарув, 2024(4), 11-21 (2024). https://doi.org/10.59048/2181-1105.1586
HarvardAkhram Khasanovich Nishanov, Alisher Tursunov, and Fayzullo Farhod o'g'li Ollamberganov (2024) ‘CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS’, Кимёвий технология. Назорат ва бошқарув, 2024(4), 11-21. https://doi.org/10.59048/2181-1105.1586
BibTeX
@article{akhramkhasanovichnishanov2024,
  title = {CLUSTERING ALGORITHM BASED ON SIMILARITY OF OBJECTS},
  author = {Akhram Khasanovich Nishanov and Alisher Tursunov and Fayzullo Farhod o'g'li Ollamberganov},
  journal = {Кимёвий технология. Назорат ва бошқарув},
  year = {2024},
  volume = {2024},
  number = {4},
  pages = {11-21},
  doi = {10.59048/2181-1105.1586},
  url = {https://doi.org/10.59048/2181-1105.1586}
}

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