Improving associative classification by incorporating novel interestingness measures

Y Lan, D Janssens, G Chen, G Wets - Expert Systems with Applications, 2006 - Elsevier
… by the development of more effective associative classifiers. Our goal is … interesting measures,
ie intensity of implication and dilated chi-square, into an existing associative classification

A study on interestingness measures for associative classifiers

M Jalali-Heravi, OR Zaïane - Proceedings of the 2010 ACM Symposium …, 2010 - dl.acm.org
… There are many other rule interestingness measures already … objective measures for
associative classification rules. A … “interestingness measures” on different phases of associative

A study of interestingness measures for associative classification on imbalanced data

G Yang, X Cui - Trends and Applications in Knowledge Discovery and …, 2015 - Springer
… In this paper, we aim at improving associative classification’s performance on imbalanced
data through studying interestingness measures. As to task 1, we propose a frequent …

Classification of objective interestingness measures

LP Phan, NQ Phan, VC Phan, HH Huynh… - … on Context-aware …, 2016 - publications.eai.eu
interestingness measures to obtain a general view of recent researches on the nature of the
objective interestingness measuresassociation rules by using the interestingness measures. …

Categorization of interestingness measures for knowledge extraction

S Guillaume, D Grissa, EM Nguifo - arXiv preprint arXiv:1206.6741, 2012 - arxiv.org
… A natural interestingness measure of association rules is based on the notions of support
and … The objective of this paper is the classification of these measures to assist the user in his …

Rule power factor: a new interest measure in associative classification

S Kumar, N Joshi - Procedia Computer Science, 2016 - Elsevier
… might not be interesting. Interest measures are used to find the valued interesting rules which
… A range of interest measures for rule mining have been suggested by researchers in the …

On interestingness measures of formal concepts

SO Kuznetsov, T Makhalova - Information Sciences, 2018 - Elsevier
… a tool for concise representation of association rules and a tool for … to select most useful and
interesting concepts. In this paper … In this part of the paper we propose a classification of the …

Modeling interestingness of streaming association rules as a benefit-maximizing classification problem

T Aydın, HA Güvenir - Knowledge-based systems, 2009 - Elsevier
… In this paper, we deal with the interestingness issue of association rules discovered in domains
from which information in the form of transactions is gathered at different time intervals. In …

I‐prune: Item selection for associative classification

E Baralis, P Garza - International Journal of Intelligent Systems, 2012 - Wiley Online Library
… the interestingness of association rules, classification rules, … used interestingness measures
in the context of association … chi-square measure, which is the best interestingness measure. …

Analyzing the subjective interestingness of association rules

B Liu, W Hsu, S Chen, Y Ma - IEEE Intelligent Systems and their …, 2000 - ieeexplore.ieee.org
… that we can measure a rule’s interestingness using both objective and subjective measures.
(… interestingness of classification rules.However, those techniques cannot work for analyzing …