1997
DOI: 10.1023/a:1008820728122
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Abstract: Abstract. We analyze a model of navigational map formation based on correlation-based, temporally asymmetric potentiation and depression of synapses between hippocampal place cells. We show that synaptic modification during random exploration of an environment shifts the location encoded by place cell activity in such a way that it indicates the direction from any location to a fixed target avoiding walls and other obstacles. Multiple maps to different targets can be simultaneously stored if we introduce targe… Show more

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Cited by 99 publications
(26 citation statements)
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“…Just as well the particular cells that fire on a certain pass might indicate where the rat will wind up after exiting the field. These possibilities are in line with a vector field model of hippocampal mapping (24) in which the firing of place cells during locomotion is biased locally in that direction that eventually will take the rat to a goal. Provision for multiple goals in a single environment is made by supposing that different place cells with different local directional biases are turned on or off by gain control depending on which potential goal is current.…”
Section: Discussionsupporting
confidence: 60%
“…Just as well the particular cells that fire on a certain pass might indicate where the rat will wind up after exiting the field. These possibilities are in line with a vector field model of hippocampal mapping (24) in which the firing of place cells during locomotion is biased locally in that direction that eventually will take the rat to a goal. Provision for multiple goals in a single environment is made by supposing that different place cells with different local directional biases are turned on or off by gain control depending on which potential goal is current.…”
Section: Discussionsupporting
confidence: 60%
“…Despite these limitations, there are ways in which place cells might contribute path planning, albeit in a manner different from PL͞IL cells. For example, recent computational studies suggest that they may permit retrieval of previously encoded efficient paths (37)(38)(39)(40), or even finding optimal new paths to any goal location in a familiar environment (41,42). Thus, if the hippocampus encodes goal locations, it might use this information in a different way compared with the prefrontal cortex.…”
Section: Discussionmentioning
confidence: 99%
“…It has, therefore, been supposed that STDP is a suitable learning rule for sequence learning, because synapses are potentiated by causal pre-and postsynaptic spike pairing. For example, in a model of navigational map formation, synapses between hippocampal place cells being subject to an asymmetric STDP rule are modified during random exploration, and then place cell activity indicates the direction from any location to a fixed destination (Gerstner and Abbott 1997). Spatial tasks with multiple destinations have also been considered in terms of navigational map formation (Wagatsuma and Yamaguchi 2007).…”
Section: Introductionmentioning
confidence: 99%