- Tytuł:
- Mutual learning using nonlinear perceptron
- Autorzy:
-
Saitoh, D.
Hara, K. - Powiązania:
- https://bibliotekanauki.pl/articles/91774.pdf
- Data publikacji:
- 2015
- Wydawca:
- Społeczna Akademia Nauk w Łodzi. Polskie Towarzystwo Sieci Neuronowych
- Tematy:
-
mutual learning
nonlinear perceptron method
squared error
student
teacher
uczenie się wzajemne
nauczyciel - Opis:
- We propose a mutual learning method using nonlinear perceptron within the framework of online learning and have analyzed its validity using computer simulations. Mutual learning involving three or more students is fundamentally different from the two-student case with regard to variety when selecting a student to act as the teacher. The proposed method consists of two learning steps: first, multiple students learn independently from a teacher, and second, the students learn from others through mutual learning. Results showed that the mean squared error could be improved even if the teacher had not taken part in the mutual learning.
- Źródło:
-
Journal of Artificial Intelligence and Soft Computing Research; 2015, 5, 1; 71-77
2083-2567
2449-6499 - Pojawia się w:
- Journal of Artificial Intelligence and Soft Computing Research
- Dostawca treści:
- Biblioteka Nauki
Artykuł