ScholarLens Back to search
2012•Jiangnan daxue xuebao. Ziran kexue banRequires access

Research on Association Rules Apriori Algorithm Improvement

Yuyi Wang

Open publisher page 1 citations

Abstract

To address the defects resultsed from repeatedly scanning the database and producing a large number of candidate itemsets for Apriori algorithm,We propose an improved algorithm.The algorithm only needs to scan database once,and the affairs are transformed into a binary and stored in the database,thus the storage space is saved and the speed is accelerated.Experimental results show that the efficiency of the improved algorithm for mining association rules has improved greatly.

About this research paper

What this paper is about

To address the defects resultsed from repeatedly scanning the database and producing a large number of candidate itemsets for Apriori algorithm,We propose an improved algorithm.The algorithm only needs to scan database once,and the affairs are transformed into a binary and stored in the database,thus the storage space is saved and the speed is accelerated.Experimental results show that the efficiency of the improved algorithm for mining association rules has improved greatly.

Why it matters

OpenAlex reports 1 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

To address the defects resultsed from repeatedly scanning the database and producing a large number of candidate itemsets for Apriori algorithm,We propose an improved algorithm.The algorithm only needs to scan database once,and the affairs are transformed into a binary and stored in the database,thus the storage space is saved and the speed is accelerated.Experimental results show that the efficiency of the improved algorithm for mining association rules has improved greatly.

Key concepts: Apriori algorithm, Association rule learning, GSP Algorithm, Data mining, A priori and a posteriori, Computer science, Algorithm, Association (psychology)

Related papers

Related paper 1Related paper 2Related paper 3
Back to paper searchBrowse research topicsOriginal source
Research on Association Rules Apriori Algorithm Improvement — Research Paper | ScholarLens