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Self-organizing map using weighted non-euclidean distance to minimize variance of predictions

Let's say I have a dataset, each item/row of which has $\mathit{X + 1}$ characteristics where the last characteristic (i.e., the $\mathit{1}$) represents the some value I want to predict, $\mathit{Y}$,...
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