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An Improved Apriori Algorithm for Association Rules

机译:一种改进的apriori关联规则算法

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摘要

There are several mining algorithms of association rules. One of the mostpopular algorithms is Apriori that is used to extract frequent itemsets fromlarge database and getting the association rule for discovering the knowledge.Based on this algorithm, this paper indicates the limitation of the originalApriori algorithm of wasting time for scanning the whole database searching onthe frequent itemsets, and presents an improvement on Apriori by reducing thatwasted time depending on scanning only some transactions. The paper shows byexperimental results with several groups of transactions, and with severalvalues of minimum support that applied on the original Apriori and ourimplemented improved Apriori that our improved Apriori reduces the timeconsumed by 67.38% in comparison with the original Apriori, and makes theApriori algorithm more efficient and less time consuming.
机译:有几种关联规则的挖掘算法。最受欢迎的算法之一是Apriori,用于从大型数据库中提取频繁项集并获取关联规则以发现知识。本文在此算法的基础上,指出了原来的Apriori算法在扫描整个数据库上浪费时间扫描的局限性。频繁的项目集,并通过减少仅扫描某些交易而浪费的时间来改善Apriori。本文显示了多组交易的实验结果,以及在原始Apriori和我们实现的改进Apriori上应用的最小支持的几个值,与原始Apriori相比,我们的改进Apriori减少了67.38%的时间消耗,并使Apriori算法更有效而且耗时少。

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