A Priori Support Confidence

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Association rule learning - Wikipedia

    https://en.wikipedia.org/wiki/Association_rule_learning
    Association rules are usually required to satisfy a user-specified minimum support and a user-specified minimum confidence at the same time. Association rule generation is usually split up into two separate steps: A minimum support threshold is applied to find all frequent itemsets in a database.

Apriori algorithm - Wikipedia

    https://en.wikipedia.org/wiki/Apriori_algorithm
    Apriori is an algorithm for frequent item set mining and association rule learning over relational databases.It proceeds by identifying the frequent individual items in the database and extending them to larger and larger item sets as long as those item sets appear sufficiently often in the database.

Association Rules and the Apriori Algorithm: A Tutorial

    https://www.kdnuggets.com/2016/04/association-rules-apriori-algorithm-tutorial.html
    A great and clearly-presented tutorial on the concepts of association rules and the Apriori algorithm, and their roles in market basket analysis. ... Measure 1: Support. This says how popular an itemset is, as measured by the proportion of transactions in which an itemset appears. ... One drawback of the confidence measure is that it might ...

How to pick appropriate support & confidence value when ...

    https://www.quora.com/How-do-I-pick-appropriate-support-confidence-value-when-doing-basket-analysis-with-Apriori-algorithm
    Jan 25, 2017 · A support / confidence couple can be used for chosing the best rules. However, here is the paper of Agrawal (he first presented this algorithm for the basket market analysis problem) . It is called : Mining the Most Interesting Rules and there you...

Apriori - Oracle

    https://docs.oracle.com/cd/B28359_01/datamine.111/b28129/algo_apriori.htm
    Apriori calculates the probability of an item being present in a frequent itemset, given that another item or items is present. ... Minimum support and confidence are used to influence the build of an association model. Support and confidence are also the primary metrics for evaluating the quality of the rules generated by the model.



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