Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model

المؤلفون المشاركون

Wang, Yirui
Gao, Shangce
Qian, Xiaoxiao
Cao, Shuyang
Todo, Yuki

المصدر

Computational Intelligence and Neuroscience

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-08-01

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

الأحياء

الملخص EN

By employing a neuron plasticity mechanism, the original dendritic neuron model (DNM) has been succeeded in the classification tasks with not only an encouraging accuracy but also a simple learning rule.

However, the data collected in real world contain a lot of redundancy, which causes the process of analyzing data by DNM become complicated and time-consuming.

This paper proposes a reliable hybrid model which combines a maximum relevance minimum redundancy (Mr2) feature selection technique with DNM (namely, Mr2DNM) for classifying the practical classification problems.

The mutual information-based Mr2 is applied to evaluate and rank the most informative and discriminative features for the given dataset.

The obtained optimal feature subset is used to train and test the DNM for classifying five different problems arisen from medical, physical, and social scenarios.

Experimental results suggest that the proposed Mr2DNM outperforms DNM and other six classification algorithms in terms of accuracy and computational efficiency.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Qian, Xiaoxiao& Wang, Yirui& Cao, Shuyang& Todo, Yuki& Gao, Shangce. 2019. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1129566

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Qian, Xiaoxiao…[et al.]. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-13.
https://search.emarefa.net/detail/BIM-1129566

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Qian, Xiaoxiao& Wang, Yirui& Cao, Shuyang& Todo, Yuki& Gao, Shangce. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1129566

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1129566