A New Hybrid Expansion Function Based Mutual Information for a Multilayer Neural Networks Optimization
| المصدر: | مجلة المالية وحوكمة الشركات |
|---|---|
| الناشر: | جامعة العربي بن مهيدي أم البواقي - كلية العلوم الاقتصادية والعلوم التجارية وعلوم التسيير و مخبر الابتكار والهندسة المالية |
| المؤلف الرئيسي: | Ncibi, Kais (Author) |
| مؤلفين آخرين: | Djenina, Amor (Co-Author), Sadraoui, Tarek (Co-Author), Mili, Faycel (Co-Author) |
| المجلد/العدد: | مج1, ع2 |
| محكمة: | نعم |
| الدولة: |
الجزائر |
| التاريخ الميلادي: |
2017
|
| الشهر: | ديسمبر |
| الصفحات: | 7 - 23 |
| ISSN: |
2602-5655 |
| رقم MD: | 1041688 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | EcoLink |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Function Expansion | Multilayer Perceptron | Classification | Mutual Information | Features Selection
|
| رابط المحتوى: |
عدد مرات التحميل
2
| المستخلص: |
Function expansion was used to expand initial features based on a non linear transformation. Many known expansion functions are found such the trigonometric, the polynomial, the Legendre polynomial, the power series, the exponential and the logarithmic transformation. This paper present a comparison between different expansion functions based on mutual information and different performance functions. We propose a new expansion process able to improve the correspondent mutual information and the final performance. The process was tested; using different benchmark databases, and shows his ability to improve results of classification problems. |
|---|---|
| ISSN: |
2602-5655 |
عناصر مشابهة
-
optimization of dynamic channel assignment in mobile cellular systems based on a neural network model
بواسطة: Al Khawaldeh, Raid A. M. منشور: (1999) -
A Convolutional Neural Network Framework for the Identification of Individual Neuronal Biomarkers Based on Functional Brain Connectivity Using Magnetoencephalography
بواسطة: Abdellatif, Farah منشور: (2021) -
Towards Enhancing the Software Defects Prediction by Features Selection Optimization and Ensembles of Multilayer Perceptron Neural Networks
بواسطة: البنا، محمد احمد منشور: (2015) -
Optimal Control of Grid - Connected Photovoltaic Systems Using Artifical Neural Network Design Development and Evaluation of A Radial Basis Function - Based Neural Network Model for A Photovoltaic Array and Construction of A Power Conditioner Capable of Maximum Power Point Tracking
بواسطة: Al Amoudi, Ahmed O. منشور: (1999) -
A Hybrid Approach for Intrusion Detection Using Artificial Neural Network
بواسطة: بدوي، سمر عصام أحمد منشور: (2016)
