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Performance analysis of multi-objective artificial intelligence optimization algorithms in numerical association rule mining

Journal of Ambient Intelligence and Humanized Computing, 2019
Association rules mining (ARM) is one of the most popular tasks of data mining. Although there are many effective algorithms run on binary or discrete-valued data for the problem of ARM, these algorithms cannot run efficiently on data that have numeric-valued attributes.
Elif Varol Altay, Bilal Alatas
openaire   +1 more source

High numeric coherent association rule mining with a particular categorical consequent class attribute

2014 9th International Conference on Industrial and Information Systems (ICIIS), 2014
It has been observed that sometimes in Numeric Association Rule Mining (NARM), it is important to understand the association between a numeric attribute and a specific categorical consequent class attribute. NARM divides the domain of numeric attributes sub-domains without considering particular categorical consequent class attribute.
Pradeep Kumar Saini   +2 more
openaire   +1 more source

Mining Association Rules from a Dynamic Probabilistic Numerical Dataset Using Estimated-Frequent Uncertain-Itemsets

2017
In recent years, many new applications, such as location-based services, sensor monitoring systems, and data integration, have shown a growing amount of importance of uncertain data mining. In addition, due to instrument errors, imprecise of sensor monitoring systems, and so on, real-world data tend to be numerical data with inherent uncertainty. Thus,
Bin Pei, Fenmei Wang, Xiuzhen Wang
openaire   +1 more source

Association Rules Mining based on Numeric Constraint

INTERNATIONAL JOURNAL ON Advances in Information Sciences and Service Sciences, 2012
Yan Hai -, Zhang Tietou -
openaire   +1 more source

A survey on association rule mining based on evolutionary algorithms

International Journal of Computers and Applications, 2021
Bodrunnessa Badhon   +2 more
exaly  

Analyzing the relation among different factors leading to Ph.D. dropout using numerical association rule mining

Education and Information Technologies, 2023
Manevpreet Kaur   +2 more
openaire   +1 more source

The Combination of Evolutionary Algorithm Method for Numerical Association Rule Mining Optimization

Advances in Intelligent Systems and Computing, 2017
Tahyudin   +2 more
exaly  

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