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
| LEADER | 02019nam a22002537a 4500 | ||
|---|---|---|---|
| 001 | 1779174 | ||
| 041 | |a eng | ||
| 044 | |b الجزائر | ||
| 100 | |9 564450 |a Ncibi, Kais |e Author | ||
| 245 | |a A New Hybrid Expansion Function Based Mutual Information for a Multilayer Neural Networks Optimization | ||
| 260 | |b جامعة العربي بن مهيدي أم البواقي - كلية العلوم الاقتصادية والعلوم التجارية وعلوم التسيير و مخبر الابتكار والهندسة المالية |c 2017 |g ديسمبر | ||
| 300 | |a 7 - 23 | ||
| 336 | |a بحوث ومقالات |b Article | ||
| 520 | |b 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. | ||
| 653 | |a الأداء الوظيفي |a الشبكات العصبية |a التكنولوجيا الهجينة |a شركات الاتصالات | ||
| 692 | |b Function Expansion |b Multilayer Perceptron |b Classification |b Mutual Information |b Features Selection | ||
| 700 | |9 456245 |a Djenina, Amor |e Co-Author | ||
| 700 | |a Sadraoui, Tarek |e Co-Author |9 564443 | ||
| 700 | |9 564452 |a Mili, Faycel |e Co-Author | ||
| 773 | |4 إدارة الأعمال |6 Business |c 003 |e Journal Of Finance & Corporate Governance |f Journal of finance & corporate governance |l 002 |m مج1, ع2 |o 2116 |s مجلة المالية وحوكمة الشركات |v 001 |x 2602-5655 | ||
| 856 | |u 2116-001-002-003.pdf | ||
| 930 | |d y |p y |q n | ||
| 995 | |a EcoLink | ||
| 999 | |c 1041688 |d 1041688 | ||
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