Rough Sets Data Analysis in Knowledge Discovery : A Case of Kuwaiti Diabetic Children Patients

المؤلفون المشاركون

Own, Hala S.
Hassanien, Aboul ella
Abdelhafez, Mohamed E.

المصدر

Advances in Fuzzy Systems

العدد

المجلد 2008، العدد 2008 (31 ديسمبر/كانون الأول 2008)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2008-01-24

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

The main goal of this study is to investigate the relationship between psychosocial variables and diabetic children patients and to obtain a classifier function with which it was possible to classify the patients on the basis of assessed adherence level.

The rough set theory is used to identify the most important attributes and to induce decision rules from 302 samples of Kuwaiti diabetic children patients aged 7–13 years old.

To increase the efficiency of the classification process, rough sets with Boolean reasoning discretization algorithm is introduced to discretize the data, then the rough set reduction technique is applied to find all reducts of the data which contains the minimal subset of attributes that are associated with a class label for classification.

Finally, the rough sets dependency rules are generated directly from all generated reducts.

Rough confusion matrix is used to evaluate the performance of the predicted reducts and classes.

A comparison between the obtained results using rough sets with decision tree, neural networks, and statistical discriminate analysis classifier algorithms has been made.

Rough sets show a higher overall accuracy rates and generate more compact rules.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Hassanien, Aboul ella& Abdelhafez, Mohamed E.& Own, Hala S.. 2008. Rough Sets Data Analysis in Knowledge Discovery : A Case of Kuwaiti Diabetic Children Patients. Advances in Fuzzy Systems،Vol. 2008, no. 2008, pp.1-13.
https://search.emarefa.net/detail/BIM-478900

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Hassanien, Aboul ella…[et al.]. Rough Sets Data Analysis in Knowledge Discovery : A Case of Kuwaiti Diabetic Children Patients. Advances in Fuzzy Systems No. 2008 (2008), pp.1-13.
https://search.emarefa.net/detail/BIM-478900

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Hassanien, Aboul ella& Abdelhafez, Mohamed E.& Own, Hala S.. Rough Sets Data Analysis in Knowledge Discovery : A Case of Kuwaiti Diabetic Children Patients. Advances in Fuzzy Systems. 2008. Vol. 2008, no. 2008, pp.1-13.
https://search.emarefa.net/detail/BIM-478900

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-478900