ACN: An associative classifier with negative rules

G Kundu, MM Islam, S Munir… - 2008 11th IEEE …, 2008 - ieeexplore.ieee.org
… quality negative rules efficiently so that classification accuracy … classifierAssociative Classifier
with negative rules”(ACN) is … state-of-the-art classification methods by experimenting on …

Hierarchical multi-label associative classification (HMAC) using negative rules

S Sangsuriyun, S Marukatat… - 9th IEEE International …, 2010 - ieeexplore.ieee.org
… ability of rule-based classifier using multiple and negative rules. … associative classification
techniques: • Negative redundant rule pruning: We extend pruning negative redundant rule in …

Associative classification approaches: review and comparison

N Abdelhamid, F Thabtah - Journal of Information & Knowledge …, 2014 - World Scientific
… Lastly, ACN and negative rules have discussed … negation in the antecedent or consequent
part of the rule. More precisely, ACN was proposed to mine a relatively large set of negative

[PDF][PDF] Review and comparison of associative classification data mining approaches

S Wedyan - International Journal of Industrial and Manufacturing …, 2014 - researchgate.net
… set of negative association rules and then uses both positive and negative rules to build a
classifier. … [31] showed that ACN has better average classification accuracy compared to three …

[PDF][PDF] Deriving Classifiers with Single and Multi-Label Rules using New Associative Classification Methods

N Abdelhamid - 2013 - dora.dmu.ac.uk
rules in AC has been investigated in this thesis aiming to minimise the number of candidate
rules, and therefore reducing the classifier … Lastly, ACN and Negative rules have discussed …

Mining positive and negative association rules

B Ramasubbareddy, A Govardhan… - … Computer Science & …, 2010 - ieeexplore.ieee.org
… They are also very useful for constructing associative classifiers. In this paper, we propose
an algorithm that mines positive and negative association rules without adding any additional …

[PDF][PDF] ENHANCING CLASSIFICATION ACCURACY WITH FREQUENT POSITIVE AND NEGATIVE RULES.

AS ABDUL KADIR, AABU BAKAR… - Journal of Theoretical & …, 2014 - jatit.org
… , negative association rules have been recognized for their ability to enhance associative
classification … Meanwhile, ACN has an advantage of fast mining rules due to the less database …

[PDF][PDF] A comprehensive analysis on associative classification in medical datasets

D Sasirekha, A Punitha - Indian Journal …, 2015 - sciresol.s3.us-east-2.amazonaws …
… The advantage of generating negative rules is that, good number of negative rules can be …
First it designs an ACN rule generator and then it builds classifier. ACN uses several pruning …

A new Classification based on Association Algorithm

F Thabtah, Q Mahmood, L McCluskey… - Journal of Information …, 2010 - World Scientific
ACN replaces this literal with the corresponding negated literal (:), creates a new negative
rule and adds it to the negative … be used in most rule-based associative algorithms, to improve …

An experimental study of three different rule ranking formulas in associative classification

N Abdelhamid, A Ayesh… - … Conference for Internet …, 2012 - ieeexplore.ieee.org
… impact of rule ranking before constructing the classifier in AC … different rule ranking formulas
during building the classifier in … impact the classification accuracy of the derived classifiers. …