Title :
A model of predictive learning in the rat hippocampal principal cells during spatial activity
Author :
Denham, M.J. ; McCabe, S.L.
Author_Institution :
Sch. of Comput., Plymouth Univ., UK
Abstract :
We propose a model of predictive learning in the rat hippocampus which is based on the synaptic potentiation of hippocampal pyramidal cells during temporally asymmetric pairing of EPSPs and backpropagating action potentials. The proposal is that potentiation of the synapses that mossy fibre projections of the dentate gyrus make with pyramidal cells in the CA3 region of the hippocampus causes a gradual shift backward in time of the postsynaptic activity of the CA3 cells, the firing of which initially corresponded to the rat being in a particular location. Thus these “place cells” now fire before the rat reaches this location, causing an apparent backward shift in space of the place field of the cell. The model offers both an explanation of this phenomenon which has been observed experimentally, and a possible basis for further understanding of the role of the hippocampus
Keywords :
neurophysiology; physiological models; CA3 cells; EPSPs; backpropagating action potentials; dentate gyrus; hippocampal pyramidal cells; hippocampus; mossy fibre projections; place cells; postsynaptic activity; predictive learning; rat hippocampal principal cells; spatial activity; synaptic potentiation; temporally asymmetric pairing; Adaptive systems; Animals; Disk recording; Fires; Hippocampus; Lesions; Navigation; Predictive models; Proposals; Rats;
Conference_Titel :
Neural Networks Proceedings, 1998. IEEE World Congress on Computational Intelligence. The 1998 IEEE International Joint Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
0-7803-4859-1
DOI :
10.1109/IJCNN.1998.686007