I. Introduction
Data Mining is an emerging concept or a tool in database concepts, which is young, yet powerful and promising [1], [2]. Knowledge discovery, prediction, clustering, and classifications through pattern recognition are some of the key design aspects of data mining. Most of the existing techniques on the associations are based on analysing the data warehouses - the existing bulk data of transaction history. Given the existence of a set of items, association rules enable the prediction of the existence of one or more other items based on the knowledge gathered by classifying the data warehouses. Association rules are commonly used in mining web usage [3], intrusion detection [4], and bioinformatics [5].