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Recent Advances in Computer Science and Communications

Editor-in-Chief

ISSN (Print): 2666-2558
ISSN (Online): 2666-2566

Review Article

Mining of Closed High Utility Itemsets: A Survey

Author(s): Kuldeep Singh*, Shashank S. Singh, Ashish K. Luhach, Ajay Kumar and Bhaskar Biswas

Volume 14, Issue 1, 2021

Published on: 04 February, 2019

Page: [6 - 12] Pages: 7

DOI: 10.2174/2213275912666190204134822

Price: $65

Abstract

Finding High Utility Itemsets (HUIs) is one of the major problems in the area of frequent itemsets mining. However, HUIs mine lots of redundant itemsets which degrade the performance and importance of high utility itemsets mining. For overcoming this limitation, closed HUIs mining has been proposed. Closed high utility itemsets mining finds complete and non-redundant itemsets. In this paper, we give recent studies on closed high utility itemsets mining algorithms. The main goal of this survey is to provide recent studies and future research opportunities. We give taxonomy of closed high utility itemsets mining algorithms. This paper provides a rough outline of the recent work and gives a general view of closed high utility itemsets mining field.

Keywords: High utility itemsets mining, utility mining, lossless and concise representation, closed itemset, frequent itemset mining, transaction weighted utility.

Graphical Abstract


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