Assotsiativ qoidalarni izlash usullari va algoritmlari

Quljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, Shonazarov Jayxun Anvarovich

Innores · 2026-yil

Annotatsiya

This article analyzes the problem of mining association rules from large transactional databases, including its formal model and computational stages, based on two fundamental scientific sources. The first source discusses support and confidence constraints, frequent itemset discovery, evaluation, pruning, and memory management methods [1]. The second source examines the partitioning of the search space into a lattice and equivalence classes, the vertical TID-list representation, the Eclat, MaxEclat, Clique, and MaxClique algorithms, as well as their experimental comparison with Apriori and Partition [2]. The analysis demonstrates that algorithm selection depends not only on execution time but also on data density, minimum support, the size of the longest frequent itemset, the number of database scans, and main-memory constraints. Vertical data representation and hybrid search can provide significant advantages for dense datasets, whereas a simple level-wise search may be practically sufficient for sparse databases.

Maqola ma’lumotlari
MualliflarQuljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, Shonazarov Jayxun Anvarovich
JurnalInnores
NashriyotАндижон давлат техника университети
Nashr sanasi2026-09-30
Jild2
Son7
Betlar142-161
TilO‘zbek
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-09-30

Maqolaning asl sahifasi

Kalit so‘zlar

Association rule, frequent itemset, support, confidence, Apriori, Partition, Eclat, MaxClique, TID-list, lattice, pruning

Ilmiy soha

Texnika

Iqtibos keltirish

APAQuljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, & Shonazarov Jayxun Anvarovich (2026). ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI. Innores, 2(7), 142-161. https://innores.uz/index.php/T/article/view/330
GOST (OAK)Quljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, Shonazarov Jayxun Anvarovich ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI // Innores. – 2026. – T. 2, № 7. – B. 142-161.
MLAQuljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, and Shonazarov Jayxun Anvarovich. “ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI.” Innores, 2(7), 142-161, 2026. https://innores.uz/index.php/T/article/view/330
ChicagoQuljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, and Shonazarov Jayxun Anvarovich. “ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI.” Innores, 2(7), 142-161 (2026). https://innores.uz/index.php/T/article/view/330
HarvardQuljanova Shukurjon Zaribovna, Khujayev Otabek Kadambayevich, and Shonazarov Jayxun Anvarovich (2026) ‘ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI’, Innores, 2(7), 142-161. https://innores.uz/index.php/T/article/view/330
BibTeX
@article{quljanovashukurjonzaribovna2026,
  title = {ASSOTSIATIV QOIDALARNI IZLASH USULLARI VA ALGORITMLARI},
  author = {Quljanova Shukurjon Zaribovna and Khujayev Otabek Kadambayevich and Shonazarov Jayxun Anvarovich},
  journal = {Innores},
  year = {2026},
  volume = {2},
  number = {7},
  pages = {142-161},
  url = {https://innores.uz/index.php/T/article/view/330}
}

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