Title :
The computing method for core attributes based on decision tree
Author :
Wang, Zhan-jing ; Yin, Hong-Ze ; Li, Fa-chao
Author_Institution :
Sch. of Math. & Stat., Hebei Univ. of Econ. & Bus., Shijiazhuang, China
Abstract :
In order to solve the problem of computing the core of consistent information system, based on the full analysis of rough set theory and decision tree method, we introduce the concept of the core samples and put forward a method of computing core attributes. It is proved that this method is effective combined with specific instance. Results show that the core computing method based on the decision tree has good operability and interpretability and this method can effectively calculate the core attributes of the information system.
Keywords :
data mining; decision trees; information systems; rough set theory; core attributes; core computing method; core samples; decision tree; decision tree method; information system; rough set theory; Algorithm design and analysis; Approximation algorithms; Decision trees; Information systems; Machine learning; Machine learning algorithms; Data mining; core attributes; decision tree; information system; rough set;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
Conference_Location :
Guilin
Print_ISBN :
978-1-4577-0305-8
DOI :
10.1109/ICMLC.2011.6016718