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This paper introduces a new and novel deterministic technique for mining association rules from quantitative data tables and databases and show how to use these techniques to devise a fuzzy-inference based apriori algorithm for discovering associations. The algorithm is sound and efficient. It...
Persistent link: https://www.econbiz.de/10008568509
Associative classification (AC) is a promising data mining approach that integrates classification and association rule … discovery to build classification models (classifiers). In the last decade, several AC algorithms have been proposed such as … Classification based Association (CBA), Classification based on Predicted Association Rule (CPAR), Multi-class Classification using …
Persistent link: https://www.econbiz.de/10010937227
Classification based on association rule mining, also known as associative classification, is a promising approach in … data mining that builds accurate classifiers. In this paper, a rule ranking process within the associative classification … approach is investigated. Specifically, two common rule ranking methods in associative classification are compared with …
Persistent link: https://www.econbiz.de/10005080871
A well-known classification problem in the domain of text mining is text classification, which concerns about mapping … textual documents into one or more predefined category based on its content. Text classification arena recently attracted many … classification comprehensively. More specifically the study measures the performance of different rule based classification …
Persistent link: https://www.econbiz.de/10010540987
The goals of this paper are twofold: we describe common features in data sets from motor vehicle insurance companies and we investigate a general strategy which exploits the knowledge of such features. The results of the strategy are a basis to develop insurance tariffs. The strategy is applied...
Persistent link: https://www.econbiz.de/10009295203
Persistent link: https://www.econbiz.de/10009324650
Multiple criteria linear programming and multiple criteria quadratic programming classification models have been … this paper, a fuzzy linear programming classification method with soft constraints and criteria was proposed based on the …
Persistent link: https://www.econbiz.de/10009415350
Cardiovascular diseases represent a severe threat for humanity, being the first cause of death and hospitalization in both genders. An impressive number of studies have been developed in order to identify a set of factors causing this kind of illness, but only few of them were able to pay...
Persistent link: https://www.econbiz.de/10009416408
alternative ensemble strategies for binary classification using GAMs as base classifiers are proposed: (i) GAMbag based on Bagging …
Persistent link: https://www.econbiz.de/10009421621
focussing on the dance hit song classification problem. A database of dance hit songs from 1985 until 2013 is built, including …
Persistent link: https://www.econbiz.de/10010839945