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Flexible neural connectivity under constraints on total connection strength

Fig 2

Constraints on total synaptic weights.

(a-c) An upper bound on the total synaptic weight. (d-f) A fixed total synaptic weight. (a) For two inputs with a total synaptic weight of at most , the synaptic weights must live in the area under a line segment from to (a regular 1-simplex). (b) For three inputs, the synaptic weights must live in the volume under a regular two-simplex. (c) Volume of the K − 1 simplex as a function of the number of presynaptic partners, K, for different maximal net weights . (d) For two inputs with a total synaptic weight fixed at , the synaptic weight configurations must be on the line segment from to . (e) The solution space for the fixed net weight constraint with three inputs is an equilateral planar triangle (a regular 2-simplex). (f) Surface area of the regular K − 1 simplex as a function of the number of presynaptic partners, K, for different net synaptic weights .

Fig 2

doi: https://doi.org/10.1371/journal.pcbi.1008080.g002