On Feature Selection and Rule Extraction for High Dimensional Data: A Case of Diffuse Large B-Cell Lymphomas Microarrays Classification
المؤلفون المشاركون
Eiamkanitchat, Narissara
Theera-Umpon, Nipon
Auephanwiriyakul, Sansanee
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-12، 12ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-11-16
دولة النشر
مصر
عدد الصفحات
12
التخصصات الرئيسية
الملخص EN
Neurofuzzy methods capable of selecting a handful of useful features are very useful in analysis of high dimensional datasets.
A neurofuzzy classification scheme that can create proper linguistic features and simultaneously select informative features for a high dimensional dataset is presented and applied to the diffuse large B-cell lymphomas (DLBCL) microarray classification problem.
The classification scheme is the combination of embedded linguistic feature creation and tuning algorithm, feature selection, and rule-based classification in one neural network framework.
The adjustable linguistic features are embedded in the network structure via fuzzy membership functions.
The network performs the classification task on the high dimensional DLBCL microarray dataset either by the direct calculation or by the rule-based approach.
The 10-fold cross validation is applied to ensure the validity of the results.
Very good results from both direct calculation and logical rules are achieved.
The results show that the network can select a small set of informative features in this high dimensional dataset.
By a comparison to other previously proposed methods, our method yields better classification performance.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Eiamkanitchat, Narissara& Theera-Umpon, Nipon& Auephanwiriyakul, Sansanee. 2015. On Feature Selection and Rule Extraction for High Dimensional Data: A Case of Diffuse Large B-Cell Lymphomas Microarrays Classification. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1073385
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Eiamkanitchat, Narissara…[et al.]. On Feature Selection and Rule Extraction for High Dimensional Data: A Case of Diffuse Large B-Cell Lymphomas Microarrays Classification. Mathematical Problems in Engineering No. 2015 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1073385
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Eiamkanitchat, Narissara& Theera-Umpon, Nipon& Auephanwiriyakul, Sansanee. On Feature Selection and Rule Extraction for High Dimensional Data: A Case of Diffuse Large B-Cell Lymphomas Microarrays Classification. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1073385
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1073385
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر