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This may be important for the mechanisms of discrimination between correlated memory states during the learning of similar input stimuli.
The vector images of similar input vectors cluster in the 3D matrix and are mapped on the Kohonen map at the points KOHM IL,JL).
The output of the learning is the mapping of similar input data onto neighboring regions of the supra-hexagonal map.
The computational process for making representations of similar input patterns more distinct from each other has been referred to as "pattern separation".
This algorithm relies on multidimensional representations of the function table which allow the conglomeration of similar input patterns with equal outputs into a smaller set of more general patterns (i.e., patterns including "-").
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Pattern separation describes the orthogonalization of similar inputs into unique, non-overlapping representations.
Particularly, the dentate gyrus (DG) is hypothesized to perform pattern separation by forming distinct representations of similar inputs.
Also, the concentrations of long-chain AcylCN species (C18 2-CN to C18 2-CN) were comparable among groups, suggestove of similar inputs into β-oxidation.
Models should take into account the recent history of similar inputs delivered locally, and their social context to avoid possible inflationary interventions that change their social meaning through extensive repetition.
Because the DG was postulated to function as a pattern separator to form distinct representations of similar inputs (Marr, 1971; O'Reilly and McClelland, 1994; Rolls and Kesner, 2006; Rolls, 2010), we asked whether small changes in contextual inputs might affect the selection of responding neuron populations in the DG.
One strategy for finding the best model is to summarize the data, it is well established that in ANN modeling, the replicates at center point do not improve the prediction capability of the network because of the similar inputs [ 10].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com