Using a particle swarm optimization algorithm to extract informative features from dataset

Klicheva, Firuza, Muxamediyeva, Dildora

Al-Farg'oniy avlodlari · 2026-yil

Annotatsiya

This article presents the results of a study on applying the particle swarm optimization algorithm to extract informative features from a training dataset. An informative feature extraction model was developed based on the PSO algorithm and a combined fitness function, and subsequently tested on an EKG dataset. As a result, informative features were identified from the original dataset and used to calculate classification accuracy. Consequently, the number of features in the test set was reduced from 54 to 36, while classification accuracy increased from 95% to 97%.

Maqola ma’lumotlari
MualliflarKlicheva, Firuza, Muxamediyeva, Dildora
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2026-05-05
Son2
Betlar138-143
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

informative, dataset, feature, classification, particle, fitness function, local position, global position., информативный, обучающая выборка, признак, классификация, частица, функция пригодности, локальное положение, глобальное положение., : informativ, o‘quv tanlanma, xususiyat, tasniflash, zarracha, fitness funksiya, lokal pozitsiya, global pozitsiya

Ilmiy soha

Texnika

Iqtibos keltirish

APAKlicheva, Firuza, & Muxamediyeva, Dildora (2026). USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET. Al-Farg'oniy avlodlari, (2), 138-143. https://al-fargoniy.uz/index.php/journal/article/view/1146
GOST (OAK)Klicheva, Firuza, Muxamediyeva, Dildora USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET // Al-Farg'oniy avlodlari. – 2026. – № 2. – P. 138-143.
MLAKlicheva, Firuza, and Muxamediyeva, Dildora. “USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET.” Al-Farg'oniy avlodlari, (2), 138-143, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1146
ChicagoKlicheva, Firuza, and Muxamediyeva, Dildora. “USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET.” Al-Farg'oniy avlodlari, (2), 138-143 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1146
HarvardKlicheva, Firuza, and Muxamediyeva, Dildora (2026) ‘USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET’, Al-Farg'oniy avlodlari, (2), 138-143. https://al-fargoniy.uz/index.php/journal/article/view/1146
BibTeX
@article{klichevafiruza2026,
  title = {USING A PARTICLE SWARM OPTIMIZATION ALGORITHM TO EXTRACT INFORMATIVE FEATURES FROM DATASET},
  author = {Klicheva, Firuza and Muxamediyeva, Dildora},
  journal = {Al-Farg'oniy avlodlari},
  year = {2026},
  number = {2},
  pages = {138-143},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/1146}
}

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