Minimization algorithm for training feed forward neural network

Joint Authors

Yasin, Zaynah T.
Abbo, Khalil K.

Source

al-Tarbiyah wa-al-Ilm : Majallat ilmiyah lil-Buhuth al-Ilmiyah al-Asasiyah

Issue

Vol. 26, Issue 1 (31 Mar. 2013), pp.85-91, 7 p.

Publisher

University of Mosul College of Education for Pure Science

Publication Date

2013-03-31

Country of Publication

Iraq

No. of Pages

7

Main Subjects

Mathematics

Topics

Abstract AR

فــي هــذا البحــث اقترحنــا نــسبة عامــل تعلــیم جدیــد  التــي تحــسن خوارزمیــة(BP) Backpropagation التقلیدیـة  أشـتقاق اسـتند علـى تقریـب دالـة الخطـأ E لدالـة تربیعیـة ,فـــي جــــوار النهایــــة الــــصغرى المحلیـــة لمتجــــه الأوزان.

الخوارزمیــــة المقترحــــة Spectral (SBP) Backpropagation نتــائج الاختبــار لهــا أظهــرت أن (SBP) تحــسن بعــض الطرائــق التقلیدیة المستخدمة في هذا المجال.

Abstract EN

In this paper we suggested a new learning rate  , which improves the classical Backpropagation algorithm (BP).

The derivatation of  are based on approximating the error function E to the quadratic one in sufficiently small neighborhood for the optimal weight vector.

The suggested algorithm (Spectral Backpropagation SBP say) is tested and the experimental results show that the SBP learning strategy improves the considered methods.

American Psychological Association (APA)

Abbo, Khalil K.& Yasin, Zaynah T.. 2013. Minimization algorithm for training feed forward neural network. al-Tarbiyah wa-al-Ilm : Majallat ilmiyah lil-Buhuth al-Ilmiyah al-Asasiyah،Vol. 26, no. 1, pp.85-91.
https://search.emarefa.net/detail/BIM-621379

Modern Language Association (MLA)

Abbo, Khalil K.& Yasin, Zaynah T.. Minimization algorithm for training feed forward neural network. al-Tarbiyah wa-al-Ilm : Majallat ilmiyah lil-Buhuth al-Ilmiyah al-Asasiyah Vol. 26, no. 1 (Mar. 2013), pp.85-91.
https://search.emarefa.net/detail/BIM-621379

American Medical Association (AMA)

Abbo, Khalil K.& Yasin, Zaynah T.. Minimization algorithm for training feed forward neural network. al-Tarbiyah wa-al-Ilm : Majallat ilmiyah lil-Buhuth al-Ilmiyah al-Asasiyah. 2013. Vol. 26, no. 1, pp.85-91.
https://search.emarefa.net/detail/BIM-621379

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 91

Record ID

BIM-621379