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Binary Matrix Shuffling Filter for Feature Selection in Neuronal Morphology Classification
المؤلفون المشاركون
Yuan, Zheming
Sun, Congwei
Zhang, Hongyan
Li, Lanzhi
Dai, Zhijun
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-9، 9ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-03-29
دولة النشر
مصر
عدد الصفحات
9
التخصصات الرئيسية
الملخص EN
A prerequisite to understand neuronal function and characteristic is to classify neuron correctly.
The existing classification techniques are usually based on structural characteristic and employ principal component analysis to reduce feature dimension.
In this work, we dedicate to classify neurons based on neuronal morphology.
A new feature selection method named binary matrix shuffling filter was used in neuronal morphology classification.
This method, coupled with support vector machine for implementation, usually selects a small amount of features for easy interpretation.
The reserved features are used to build classification models with support vector classification and another two commonly used classifiers.
Compared with referred feature selection methods, the binary matrix shuffling filter showed optimal performance and exhibited broad generalization ability in five random replications of neuron datasets.
Besides, the binary matrix shuffling filter was able to distinguish each neuron type from other types correctly; for each neuron type, private features were also obtained.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Sun, Congwei& Dai, Zhijun& Zhang, Hongyan& Li, Lanzhi& Yuan, Zheming. 2015. Binary Matrix Shuffling Filter for Feature Selection in Neuronal Morphology Classification. Computational and Mathematical Methods in Medicine،Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1057957
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Sun, Congwei…[et al.]. Binary Matrix Shuffling Filter for Feature Selection in Neuronal Morphology Classification. Computational and Mathematical Methods in Medicine No. 2015 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1057957
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Sun, Congwei& Dai, Zhijun& Zhang, Hongyan& Li, Lanzhi& Yuan, Zheming. Binary Matrix Shuffling Filter for Feature Selection in Neuronal Morphology Classification. Computational and Mathematical Methods in Medicine. 2015. Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1057957
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1057957
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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