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以螞蟻系統探索關聯性規則
Thesis

以螞蟻系統探索關聯性規則

蘇伯達
Masters, National Tsing Hua University
2001

Abstract

資料挖礦關聯性規則螞蟻系統演算法 Data MiningAssociation RulesAnt SystemsAlgorithms
Mining association rules is to find relations among large amount of data so that the pattern of the dataset can be discovered. Many companies use association rules to find the relations among different items to improve their service quality of customers or enlarge their marketplace. Recently, many algorithms have been developed that only consider either non-quantitative data or quantitative data. However, in reality, most data we collected are mixed in types. Since Ant System allows to consider both of data types and has advantages of being efficient in filtering the unobvious association rules to reduce the unnecessary outputs and ease of making judgment to improve the performance, therefore, in this study, we adopted the technique and concept of Ant System to develop association rules. The developed algorithm is supported by theoretical evidence, and comparative studies are provided for evaluation.

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