scholarly journals Three Strategies to Rule Induction from Data with Numerical Attributes

2004 ◽  
pp. 54-62 ◽  
Author(s):  
Jerzy W. Grzymala-Busse
Keyword(s):  
Rule Induction ◽  
Numerical Attributes

scholarly journals Towards Expressive Modular Rule Induction for Numerical Attributes

2016 ◽  
pp. 229-235 ◽  
Author(s):  
Manal Almutairi ◽  
Frederic Stahl ◽  
Mathew Jennings ◽  
Thien Le ◽  
Max Bramer
Keyword(s):  
Rule Induction ◽  
Numerical Attributes

Online Discretization of Continuous-Valued Attributes in Rule Induction

2005 ◽  
Vol 219 (8) ◽  
pp. 829-842 ◽  
Author(s):  
D. T. Pham ◽  
A. A. Afify
Keyword(s):  
Machine Learning ◽  
Learning Process ◽  
Learning Algorithms ◽  
Rule Induction ◽  
Machine Learning Algorithms ◽  
Learning System ◽  
Engineering Applications ◽  
New Approach ◽  
Numerical Attributes

Machine learning algorithms designed for engineering applications must be able to handle numerical attributes, particularly attributes with real (or continuous) values. Many algorithms deal with continuous-valued attributes by discretizing them before starting the learning process. This paper describes a new approach for discretization of continuous-valued attributes during the learning process. Incorporating discretization within the learning process has the advantage of taking into account the bias inherent in the learning system as well as the interactions between the different attributes. Experiments have demonstrated that the proposed method, when used in conjunction with the SRI rule induction algorithm developed by the authors, improves the accuracy of the induced model.

scholarly journals Cross-Mining Binary and Numerical Attributes

2007 ◽  
Author(s):  
Gemma C. Garriga ◽  
Hannes Heikinheimo ◽  
Jouni K. Seppanen
Keyword(s):  
Numerical Attributes

scholarly journals An application of the patient rule-induction method for evaluating the contribution of theApolipoprotein E andLipoprotein Lipase genes to predicting ischemic heart disease

2007 ◽  
Vol 31 (6) ◽  
pp. 515-527 ◽  
Author(s):  
Greg Dyson ◽  
Ruth Frikke-Schmidt ◽  
Børge G. Nordestgaard ◽  
Anne Tybjærg-Hansen ◽  
Charles F. Sing
Keyword(s):  
Heart Disease ◽  
Ischemic Heart Disease ◽  
Rule Induction ◽  
Ischemic Heart ◽  
Induction Method ◽  
Patient Rule Induction Method
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