Title :
A hippocampal CA3 model for temporal sequences
Author :
Ito, Makoto ; Miyake, Shogo ; Inawashiro, Sakari ; Kuroiwa, Jousuke ; Sawada, Yasuji
Author_Institution :
Res. Inst. of Electr. Commun., Tohoku Univ., Sendai, Japan
Abstract :
We propose a pulse-neuron model with transmission delays for the field CA3 of the hippocampus and the new learning rule. We use temporal sequences of patterns which consist of trains of bursts. In simulations, it is shown that the model successfully learns and recalls the temporal sequences. The new learning rule works much more effectively than the Hebbian learning rule in learning temporal sequences of patterns
Keywords :
brain models; learning (artificial intelligence); neural nets; temporal logic; Hebbian learning; bursts; hippocampal CA3 model; hippocampus; learning rule; pulse-neuron model; temporal sequences; transmission delays; Anatomy; Art; Bismuth; Circuits; Computer aided instruction; Hippocampus; Neurons; Physiology; Psychology;
Conference_Titel :
Neural Information Processing, 1999. Proceedings. ICONIP '99. 6th International Conference on
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-5871-6
DOI :
10.1109/ICONIP.1999.845693