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Vysvetliteľné pravidlá asociácií×Algoritmus Apriori×
OdborStrojové učenieStrojové učenie
RodinaMachine learningMachine learning
Rok vzniku1993 (rules); 2010s (XAI framing)1994
TvorcaAgrawal, R., Imielinski, T., & Swami, A. (foundational); XAI framing: broader community (2010s–present)Agrawal, R. & Srikant, R.
TypInterpretable pattern mining / XAI techniqueFrequent itemset and association rule mining algorithm
Pôvodný zdrojAgrawal, R., Imielinski, T., & Swami, A. (1993). Mining association rules between sets of items in large databases. Proceedings of the 1993 ACM SIGMOD International Conference on Management of Data, 207–216. DOI ↗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 názvyXAI association rules, interpretable association rules, rule-based explanation mining, transparent association rule learningApriori, frequent itemset mining, ARL-Apriori, Apriori association mining
Príbuzné65
ZhrnutieExplainable Association Rules leverages the inherently symbolic, if-then structure of association rule mining to provide human-readable explanations of data patterns or black-box model decisions. Because each rule explicitly states its antecedent and consequent together with support, confidence, and lift, the outputs are natively interpretable without requiring a secondary post-hoc surrogate.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: Explainable Association Rules · Apriori Algorithm. Získané 2026-06-15 z https://scholargate.app/sk/compare