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Design and Implementation of High Value Itemsets from Online Trade

  • 2021
  • OriginalPaper
  • Chapter
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Abstract

The chapter delves into the intricate process of high-value itemset mining from online trade data, emphasizing the importance of efficient algorithms in handling vast datasets. It introduces the Su_Ku algorithm, a single-pass method that optimizes transaction weighted utility and residual utility to prune the search space effectively. The chapter also presents a detailed explanation of the algorithm's implementation, including a step-by-step breakdown of its procedures and a comprehensive analysis of its performance through experimental results. The experimental section compares Su_Ku with state-of-the-art algorithms, demonstrating its superiority in terms of execution time and memory usage across various datasets. The chapter concludes with a discussion on the future scope of the research, highlighting potential optimizations and the possibility of adapting Su_Ku for distributed computing environments.

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Title
Design and Implementation of High Value Itemsets from Online Trade
Authors
Hare Ram Singh
S. K. Yadav
Sheo Kumar
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-33-4687-1_27
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