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 …

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] 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 …

[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 …

A compact and understandable associative classifier based on overall coverage

J Mattiev, B Kavšek - Procedia computer science, 2020 - Elsevier
Associative classification is a machine learning approach that aims to build accurate,
effective and compact classification models (classifiers) by combining paradigms from …

[HTML][HTML] Efficient rule generation for associative classification

C Thanajiranthorn, P Songram - Algorithms, 2020 - mdpi.com
Associative classification (AC) is a mining technique that integrates classification and
association rule mining to perform classification on unseen data instances. AC is one of the …

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 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 …

CMAC: clustering class association rules to form a compact and meaningful associative classifier

J Mattiev, B Kavšek - Machine Learning, Optimization, and Data Science …, 2020 - Springer
Huge amounts of data are being collected and analyzed nowadays. By using the popular
rule-learning algorithms, the number of rules discovered on those big datasets can easily …