A BIOLOGICALLY-BASED MODEL OF FUNCTIONAL-PROPERTIES OF THE HIPPOCAMPUS

被引:30
作者
BERGER, TW
CHAUVET, G
SCLABASSI, RJ
机构
[1] UNIV PITTSBURGH,DEPT NEUROL SURG,PITTSBURGH,PA 15260
[2] UNIV SO CALIF,PROGRAM NEUROSCI,LOS ANGELES,CA 90089
[3] UNIV ANGERS,INST THEORET BIOL,ANGERS,FRANCE
[4] UNIV PITTSBURGH,DEPT ELECT ENGN,PITTSBURGH,PA 15260
关键词
HIPPOCAMPUS; LEARNING AND MEMORY; NONLINEAR SYSTEMS ANALYSIS; EXTERNAL MODEL; FIELD THEORY; INTERNAL MODEL;
D O I
10.1016/S0893-6080(05)80158-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The hippocampus is a brain structure essential for learning and memory processes, although its precise role has yet to be determined despite intensive experimental study. A combined experimental/theoretical approach is outlined for realizing a biologically based representation of the hippocampal formation. The approach involves developing two models, one a ''nonparametric'' model in which the subsystems, principal neurons, and subcellular processes of the principal neurons are characterized experimentally using random impulse train stimulation. Non-linearities in the input/output relation are represented as the kernels of a functional power series. Using multidimensional z-transforms, a procedure is demonstrated for deriving kernel functions for interneurons that are not directly observable. A scheme is proposed for developing an ''external'' model of the hippocampus, in which the system is represented as the composite of the input/output functions of its intrinsic elements. The second model is an ''internal'' model, derived from an n-level field theory, in which specific cellular and subcellular processes are included as the parameters of coupled field equations describing the dynamics at a different hierarchical levels of nervous system function. The current model consists of two field equations for each of the synaptic and neuronal levels, respectively,- included in each are geometrical relations to incorporate anatomical characteristics (eg., connectivity patterns, synaptic, and cell densities) of the system. It is proposed that the two models be used in a complementary manner to achieve an understanding of the neurobiological basis of the system dynamics, and thus the mnemonic function, of the hippocampus.
引用
收藏
页码:1031 / 1064
页数:34
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