Please use this identifier to cite or link to this item:
http://repository.ipb.ac.id/handle/123456789/59842
Title: | Analisis Hasil Klasifikasi CBA Untuk Data Imbalallce |
Authors: | Annisa Nurwitasari, Andriana |
Keywords: | Bogor Agricultural University (IPB) CBA SMOTE Association Rule Mining |
Issue Date: | 2009 |
Abstract: | Dataset is imbalanced if the classes are not approximately equally represented. There are many ways to make a dataset in a balance condition. SMOTE or Synthetic Minority Oversarnpling Technique is one of the oversampling techniques for increasing performance in imbalance dataset using synthetic samples. The accuration of the balance dataset produced by SMOTE can be measured using Classification Based on Association (CBA). CBA is a classification technique that combines classification rule mining method and association rule mining method. The combining of classification and association method causing the result of CBA represented in rule form. The Chalwa research in 2002 shows that SMOTE can increase the accuration of classification result in classifier that build from non-association based classification technique. This research goal is trying to find whether an association based classifier like CBA can improve the accuration in dataset that produced by SMOTE. The comparison is done by using imbalance dataset without using SMOTE process and dataset with SMOTE process, to see the effect of SMOTE in the accuration level and the number of rules produced. |
URI: | http://repository.ipb.ac.id/handle/123456789/59842 |
Appears in Collections: | UT - Computer Science |
Files in This Item:
File | Description | Size | Format | |
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Abstract.pdf Restricted Access | Abstract | 300.17 kB | Adobe PDF | View/Open |
BAB I Pendahuluan.pdf Restricted Access | BAB I | 340.95 kB | Adobe PDF | View/Open |
BAB II Tinjauan Pustaka.pdf Restricted Access | BAB II | 747.95 kB | Adobe PDF | View/Open |
BAB III Metode Penelitian.pdf Restricted Access | BAB III | 451.6 kB | Adobe PDF | View/Open |
BAB IV Hasil dan Pembahasan.pdf Restricted Access | BAB IV | 483.68 kB | Adobe PDF | View/Open |
BAB V Kesimpulan dan Saran.pdf Restricted Access | BAB V | 343.1 kB | Adobe PDF | View/Open |
Cover.pdf Restricted Access | Cover | 290.74 kB | Adobe PDF | View/Open |
Daftar Pustaka.pdf Restricted Access | Daftar Pustaka | 352.97 kB | Adobe PDF | View/Open |
G09anu.pdf Restricted Access | full text | 1.25 MB | Adobe PDF | View/Open |
Lampiran.pdf Restricted Access | Lampiran | 303.83 kB | Adobe PDF | View/Open |
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