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Development of a Causality Least Association Rules Algorithm Tool Using Rational Unified Process Methodology

In: Industry Forward and Technology Transformation in Business and Entrepreneurship

Author

Listed:
  • Zailani Abdullah

    (Universiti Malaysia Kelantan)

  • Fatihah Mohd

    (Universiti Malaysia Kelantan)

  • Amir Ngah

    (Universiti Malaysia Terengganu)

  • Ang Bee Choo

    (Universiti Malaysia Terengganu)

  • Nabilah Huda Zailani

    (Universiti Kebangsaan Malaysia)

  • Wan Aezwani Wan Abu Bakar

    (Universiti Sultan Zainal Abidin)

Abstract

Among the most crucial research areas in data mining is association rule mining (ARM). Rules are classified into two types: frequent rules and least frequent rules. Extracting the least association rules is more difficult and always leads to the “rare item problem” quandary. The rules with the fewest items are known as the “least association rules.” However, most data mining tools favour frequent association rules over the least frequent association rules. Furthermore, the process of extracting the least association rules is more difficult. Therefore, this paper proposes and develops Causality Least Association Rules Algorithm Tool (CLART) using the Rational Unified Process (RUP) methodology and the C# programming language. The results showed that CLART is workable, and the proposed algorithm also outperformed the existing benchmark algorithm. In addition, CLART is a dedicated tool that is freely available and can be used to extract the causality least association rules from the benchmarked datasets.

Suggested Citation

  • Zailani Abdullah & Fatihah Mohd & Amir Ngah & Ang Bee Choo & Nabilah Huda Zailani & Wan Aezwani Wan Abu Bakar, 2023. "Development of a Causality Least Association Rules Algorithm Tool Using Rational Unified Process Methodology," Springer Books, in: Mohd Nor Hakimin Yusoff (ed.), Industry Forward and Technology Transformation in Business and Entrepreneurship, pages 581-595, Springer.
    • Handle: RePEc:spr:sprchp:978-981-99-2337-3_50
    DOI: 10.1007/978-981-99-2337-3_50
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