One way to think about this is that training fits data to a curve. Activation functions specify those curves, and the question is which curve gives the best fit? A linear function would fit the data ...

Capture relationships between data sets by graphing linear equations in Microsoft Excel 2007. Linear equations allow you to predict values within your data set and view the overall trend.