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Pravidlá asociácií aktívneho učenia×Algoritmus Apriori×
OdborStrojové učenieStrojové učenie
RodinaMachine learningMachine learning
Rok vzniku2010s1994
TvorcaDzyuba, V. & van Leeuwen, M.; Boley, M. et al.Agrawal, R. & Srikant, R.
TypInteractive pattern miningFrequent itemset and association rule mining algorithm
Pôvodný zdrojDzyuba, V., & van Leeuwen, M. (2017). Interactive Discovery of Interesting Association Rules by Subjective Interestingness. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD). Springer. link ↗Agrawal, R. & Srikant, R. (1994). Fast algorithms for mining association rules. Proceedings of the 20th International Conference on Very Large Data Bases (VLDB), 487–499. link ↗
Ďalšie názvyinteractive association rule mining, active rule mining, query-driven association rule discovery, user-guided association rulesApriori, frequent itemset mining, ARL-Apriori, Apriori association mining
Príbuzné55
ZhrnutieActive learning association rules combines the iterative query-and-label loop of active learning with association rule mining, allowing a human expert to guide the discovery process interactively. Instead of exhaustively enumerating all rules above a fixed support-confidence threshold, the system selects the most informative rule candidates and asks the user to judge their interestingness, focusing the search on subjectively useful patterns.The Apriori algorithm, introduced by Agrawal and Srikant in 1994, is the foundational method for discovering frequent itemsets and association rules in transactional databases. It uses a breadth-first, level-wise search guided by the anti-monotone property of support to efficiently enumerate all item combinations that co-occur above a user-set minimum threshold, then extracts interpretable if-then rules from those patterns.
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ScholarGatePorovnať metódy: Active learning Association rules · Apriori Algorithm. Získané 2026-06-15 z https://scholargate.app/sk/compare