Using experimental facts about long-term potentiation (LTP) and hippoc
ampal place cells, we model how a spatial map of the environment can b
e created in the rat hippocampus. Sequential firing of place cells dur
ing exploration induces, in the model, a pattern of LTP between place
cells that shifts the location coded by their ensemble activity away f
rom the actual location of the animal. These shifts provide a navigati
onal map that, in a simulation of the Morris maze, can guide the anima
l toward its goal. The model demonstrates how behaviorally generated m
odifications of synaptic strengths can be read out to affect subsequen
t behavior. Our results also suggest a way that navigational maps can
be constructed from experimental recordings of hippocampal place cells
.