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Semi-supervised Apriori Algorithm/Evidence
Method evidence record

Semi-supervised Apriori Algorithm

The Semi-supervised Apriori algorithm extends the classic Apriori frequent-itemset miner by injecting background knowledge or labeled constraints — such as must-link pairs, forbidden items, or user-specified minimum support thresholds per group — to bias discovery toward practically meaningful association rules and reduce the search space.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Semi-supervised Apriori Algorithm for Constrained Association Rule Mining
Taxonomic method record · ml-model / machine-learning
  • 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. · URL
  • Liu, B., Hsu, W., & Ma, Y. (1999). Mining association rules with multiple minimum supports. Proceedings of the 5th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 337–341. · DOI 10.1145/312129.312274
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Related methods

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Same method familyAssociation Rule Miningmachine-suggested · Relational suggestion, not evidence.Same method familyCollaborative Filteringmachine-suggested · Relational suggestion, not evidence.Same method familyFP-Growthmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Learningmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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