- Tytuł:
- Complex-valued associative memories with projection and iterative learning rules
- Autorzy:
-
Isokawa, T.
Yamamoto, H.
Nishimura, H.
Yumoto, T.
Kamiura, N.
Matsui, N. - Powiązania:
- https://bibliotekanauki.pl/articles/91682.pdf
- Data publikacji:
- 2018
- Wydawca:
- Społeczna Akademia Nauk w Łodzi. Polskie Towarzystwo Sieci Neuronowych
- Tematy:
-
complex-valued neural networks
associative memory
projection - Opis:
- In this paper, we investigate the stability of patterns embedded as the associative memory distributed on the complex-valued Hopfield neural network, in which the neuron states are encoded by the phase values on a unit circle of complex plane. As learning schemes for embedding patterns onto the network, projection rule and iterative learning rule are formally expanded to the complex-valued case. The retrieval of patterns embedded by iterative learning rule is demonstrated and the stability for embedded patterns is quantitatively investigated.
- Źródło:
-
Journal of Artificial Intelligence and Soft Computing Research; 2018, 8, 3; 237-249
2083-2567
2449-6499 - Pojawia się w:
- Journal of Artificial Intelligence and Soft Computing Research
- Dostawca treści:
- Biblioteka Nauki
Artykuł