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 …

[PDF][PDF] ECAR: A new enhanced class association rule

W Hadi - Adv. Comput. Sci. Technol, 2015 - researchgate.net
Associative Classification (AC) is a promising supervised learning method that uses
association rule mining to build classification systems (Classifiers). Several studies shows …

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] Emerging trends in associative classification data mining

N Abdelhamid, A Ayesh, F Thabtah - International Journal of Electronics …, 2015 - ijeee.net
Utilising association rule discovery to learn classifiers in data mining is known as
Associative Classification (AC). In the last decade, AC algorithms proved to be effective in …

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 …

Improving rule sorting, predictive accuracy and training time in associative classification

F Thabtah, P Cowling, S Hammoud - Expert Systems with Applications, 2006 - Elsevier
Traditional classification techniques such as decision trees and RIPPER use heuristic
search methods to find a small subset of patterns. In recent years, a promising new …

Categorize arabic data sets using multi-class classification based on association rule approach

J Alwedyan, WM Hadi, M Salam… - Proceedings of the 2011 …, 2011 - dl.acm.org
Associative classification (AC) is a promising data mining approach which builds more
accurate classifiers than traditional classification technique such as decision trees and rule …

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 …

[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 …