Department of Computer Engineering, Omidiyeh Branch, Islamic Azad University, Omidiyeh, Iran
Online published on 7 November, 2013.
Creating a method to exploiting knowledge (information) from dataset has been a main cancer diseased of data mining researches. Data mining is a process that helps us to discover such knowledge and have used in many fields. Hence in this study using a new combination of fuzzy logic, GA and SA. A new method has developed to operate on dataset with greats features. One of the advantages of this method is parameters reduction. To the end the lung cancer datasets of UCI which has a great number of features have used. To reduce the feature dimension two methods of PCA and Conscious Selection of Effective Features by GA have used. Finally, the presented method have implemented in software. Compared with other methods a considerable improvement in the result have seen. Learning dataset was 98. 33 and testing dataset was 96. 15 present.
