Quantum one-hot encoding algorithm for text vectorization: quantum one-hot encoding algorithm for text vectorization

Ниёзматова , Н.А., Маматов , Н.С., Турғунова , Н.М.

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

Annotatsiya

This article focuses on the vectorization of textual data using a one-hot encoding algorithm based on quantum computing. The proposed quantum one-hot encoding algorithm enables each word to be represented as a quantum state through vectors. For the experiments, real-world complaints were collected and classified by service type. Features generated via both classical and quantum one-hot algorithms were used for classification through models such as Decision Tree, Random Forest, Naive Bayes, and Passive Aggressive. The research results indicate that the quantum one-hot encoding algorithm provides approximately 10% higher accuracy compared to the classical approach. Among the classifiers, the Passive Aggressive model achieved the highest accuracy of 94%. These findings confirm that the quantum one-hot encoding method is highly efficient and holds promise for natural language processing tasks. The approach is recommended as an effective complement to traditional encoding techniques.

Maqola ma’lumotlari
MualliflarНиёзматова , Н.А., Маматов , Н.С., Турғунова , Н.М.
JurnalТемир йўл транспорти: долзарб масалалар ва инновациялар
NashriyotТошкент давлат транспорт университети
ISSN2181-953X
Nashr sanasi2026-09-10
Jild6
Son2
Betlar119-124
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-09-11

Maqolaning asl sahifasi

Kalit so‘zlar

Квантовое one-hot кодирование, классификация текста, машинное обучение, Decision Tree, Random Forest, Naive Bayes, Passive Aggressive, текстовые жалобы., Quantum one-hot encoding, text classification, machine learning, Decision Tree, Random Forest, Naive Bayes, Passive Aggressive, textual complaints.

Ilmiy soha

Texnika

Iqtibos keltirish

APAНиёзматова , Н.А., Маматов , Н.С., & Турғунова , Н.М. (2026). QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION. Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 119-124. https://transportjournals.com/index.php/InnoTrans/article/view/214
GOST (OAK)Ниёзматова , Н.А., Маматов , Н.С., Турғунова , Н.М. QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION // Темир йўл транспорти: долзарб масалалар ва инновациялар. – 2026. – T. 6, № 2. – P. 119-124.
MLAНиёзматова , Н.А., Маматов , Н.С., and Турғунова , Н.М. “QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION.” Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 119-124, 2026. https://transportjournals.com/index.php/InnoTrans/article/view/214
ChicagoНиёзматова , Н.А., Маматов , Н.С., and Турғунова , Н.М. “QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION.” Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 119-124 (2026). https://transportjournals.com/index.php/InnoTrans/article/view/214
HarvardНиёзматова , Н.А., Маматов , Н.С., and Турғунова , Н.М (2026) ‘QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION’, Темир йўл транспорти: долзарб масалалар ва инновациялар, 6(2), 119-124. https://transportjournals.com/index.php/InnoTrans/article/view/214
BibTeX
@article{article2026,
  title = {QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION: QUANTUM ONE-HOT ENCODING ALGORITHM FOR TEXT VECTORIZATION},
  author = {Ниёзматова , Н.А. and Маматов , Н.С. and Турғунова , Н.М.},
  journal = {Темир йўл транспорти: долзарб масалалар ва инновациялар},
  year = {2026},
  volume = {6},
  number = {2},
  pages = {119-124},
  url = {https://transportjournals.com/index.php/InnoTrans/article/view/214}
}

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