An approach to feature space formation for machine learning models

Matchonov, Shohruh, Asatov, Timur

Techscience.uz - техника фанлари долзарб масалалри · 2025-yil

Annotatsiya

In this study, various approaches to feature space formation for solving data processing tasks are examined, and their implementation mechanisms in a programming environment are investigated. The paper describes methods for establishing internal relationships based on data characteristics, categorizing information, and handling categorical variables. Furthermore, techniques for grouping, scaling, and normalizing numerical data are presented, including practical approaches to data preprocessing in software environments.

Maqola ma’lumotlari
MualliflarMatchonov, Shohruh, Asatov, Timur
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2025-10-23
Jild3
Son9
Betlar8-13
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v3i9y2025no2
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v3i9y2025no2 · Maqolaning asl sahifasi

Kalit so‘zlar

One-Hot Encoding, Label Encoding, Binning, Empirical Rule, MinMax Normalization, z-Normalization, StandardScaler, Normalization, Scaling., One-Hot Encoding, Label Encoding, Binning, Empirik qoida, MinMax normallashtirish, z-normallashtirish, StandardScaler, Normallashtirish, Masshtablash.

Ilmiy soha

Texnika

Iqtibos keltirish

APAMatchonov, Shohruh, & Asatov, Timur (2025). AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS. Techscience.uz - техника фанлари долзарб масалалри, 3(9), 8-13. https://doi.org/10.47390/ts-v3i9y2025no2
GOST (OAK)Matchonov, Shohruh, Asatov, Timur AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS // Techscience.uz - техника фанлари долзарб масалалри. – 2025. – T. 3, № 9. – P. 8-13. – DOI: 10.47390/ts-v3i9y2025no2.
MLAMatchonov, Shohruh, and Asatov, Timur. “AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS.” Techscience.uz - техника фанлари долзарб масалалри, 3(9), 8-13, 2025. https://doi.org/10.47390/ts-v3i9y2025no2
ChicagoMatchonov, Shohruh, and Asatov, Timur. “AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS.” Techscience.uz - техника фанлари долзарб масалалри, 3(9), 8-13 (2025). https://doi.org/10.47390/ts-v3i9y2025no2
HarvardMatchonov, Shohruh, and Asatov, Timur (2025) ‘AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS’, Techscience.uz - техника фанлари долзарб масалалри, 3(9), 8-13. https://doi.org/10.47390/ts-v3i9y2025no2
BibTeX
@article{matchonovshohruh2025,
  title = {AN APPROACH TO FEATURE SPACE FORMATION FOR MACHINE LEARNING MODELS},
  author = {Matchonov, Shohruh and Asatov, Timur},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2025},
  volume = {3},
  number = {9},
  pages = {8-13},
  doi = {10.47390/ts-v3i9y2025no2},
  url = {https://doi.org/10.47390/ts-v3i9y2025no2}
}

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