Data Mining: A Preprocessing Engine | Science Publications

Journal of Computer Science

Luai A. Shalabi¹  Basel Kasasbeh¹  Zyad Shaaban¹ 

关键词: Transformation;    normalization;    induction decision tree;    rules generation;    KNN;    LTF_C;   

DOI  :  10.3844/jcssp.2006.735.739

学科分类：计算机科学（综合）

来源: Science Publications

【 摘 要 】

This study is emphasized on different types of normalization. Each of which was tested against the ID3 methodology using the HSV data set. Number of leaf nodes, accuracy and tree growing time are three factors that were taken into account. Comparisons between different learning methods were accomplished as they were applied to each normalization method. A new matrix was designed to check for the best normalization method based on the factors and their priorities. Recommendations were concluded.

【 授权许可】

Unknown