Genetic programming discovers efficient learning rules for the hidden and output layers of feedforward neural networks

Amr Radi, Riccardo Poli

نتاج البحث: Conference contribution

9 اقتباسات (Scopus)

ملخص

The learning method is critical for obtaining good generalisation in neural networks with limited training data. The Standard BackPropagation (SBP) training algorithm suffers from several problems such as sensitivity to the initial conditions and very slow convergence. The aim of this work is to use Genetic Programming (GP) to discover new supervised learning algorithms which can overcome some of these problems. In previous research a new learning algorithms for the output layer has been discovered using GP. By comparing this with SBP on different problems better performance was demonstrated. This paper shows that GP can also discover better learning algorithms for the hidden layers to be used in conjunction with the algorithm previously discovered. Comparing these with SBP on different problems we show they provide better performances. This study indicates that there exist many supervised learning algorithms better than SBP and that GP can be used to discover them.

اللغة الأصليةEnglish
عنوان منشور المضيفGenetic Programming - 2nd European Workshop, EuroGP 1999, Proceedings
المحررونRiccardo Poli, Peter Nordin, William B. Langdon, Terence C. Fogarty
ناشرSpringer Verlag
الصفحات120-134
عدد الصفحات15
رقم المعيار الدولي للكتب (المطبوع)3540658998, 9783540658993
المعرِّفات الرقمية للأشياء
حالة النشرPublished - 1999
منشور خارجيًانعم
الحدث2nd European Workshop on Genetic Programming, EuroGP 1999 - Goteborg, Sweden
المدة: مايو ٢٦ ١٩٩٩مايو ٢٧ ١٩٩٩

سلسلة المنشورات

الاسمLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
مستوى الصوت1598
رقم المعيار الدولي للدوريات (المطبوع)0302-9743
رقم المعيار الدولي للدوريات (الإلكتروني)1611-3349

Conference

Conference2nd European Workshop on Genetic Programming, EuroGP 1999
الدولة/الإقليمSweden
المدينةGoteborg
المدة٥/٢٦/٩٩٥/٢٧/٩٩

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