Associative classification approaches: review and comparison

N Abdelhamid, F Thabtah - Journal of Information & Knowledge …, 2014 - World Scientific
Associative classification (AC) is a promising data mining approach that integrates
classification and association rule discovery to build classification models (classifiers). In the …

A review of associative classification mining

F Thabtah - The Knowledge Engineering Review, 2007 - cambridge.org
Associative classification mining is a promising approach in data mining that utilizes the
association rule discovery techniques to construct classification systems, also known as …

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

S Wedyan - International Journal of Industrial and Manufacturing …, 2014 - researchgate.net
Associative classification (AC) is a data mining approach that combines association rule and
classification to build classification models (classifiers). AC has attracted a significant …

MAC: A multiclass associative classification algorithm

N Abdelhamid, A Ayesh, F Thabtah… - Journal of Information …, 2012 - World Scientific
Associative classification (AC) is a data mining approach that uses association rule
discovery methods to build classification systems (classifiers). Several research studies …

A new Classification based on Association Algorithm

F Thabtah, Q Mahmood, L McCluskey… - Journal of Information …, 2010 - World Scientific
Associative classification is a branch in data mining that employs association rule discovery
methods in classification problems. In this paper, we introduce a novel data mining method …

[PDF][PDF] A new class based associative classification algorithm.

Z Tang, Q Liao - Imecs, 2007 - iaeng.org
applying the association rule into classification can improve the accuracy and obtain some
valuable rules and information that cannot be captured by other classification approaches …

Corclass: Correlated association rule mining for classification

A Zimmermann, L De Raedt - International Conference on Discovery …, 2004 - Springer
A novel algorithm, CorClass, that integrates association rule mining with classification, is
presented. It first discovers all correlated association rules (adapting a technique by …

Building a highly-compact and accurate associative classifier

X Zhang, G Chen, Q Wei - Applied Intelligence, 2011 - Springer
Associative classification has aroused significant research attention in recent years due to its
advantage in rule forms with satisfactory accuracy. However, the rules in associative …

ACPRISM: Associative classification based on PRISM algorithm

W Hadi, G Issa, A Ishtaiwi - Information Sciences, 2017 - Elsevier
Associative classification (AC) is an integration between association rules and classification
tasks that aim to predict unseen samples. Several studies indicate that the AC algorithms …

Prediction phase in associative classification mining

F Thabtah, W Hadi, N Abdelhamid… - International Journal of …, 2011 - World Scientific
Associative classification (AC) is an important data mining approach which effectively
integrates association rule mining and classification. Prediction of test data is a fundamental …