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The linear function is a straight line function where the nodes activation is proportional to the input.

A linear classifier is almost never recommended since the linear function just scales the input.

It can be used in linear situations where the speed of classification is an issue since it is often the fastest classifier.

\[f(x) = c * x\]
Linear activation graph
Figure 1. Linear function