Binary step

The binary step is an activation function that determines what the value is in reference to a parameter $\theta$.

$$a_{\theta}(x) = \begin{cases} 1 & \mbox{if } x \geq \theta\\ 0 & \mbox{if } x < \theta . \end{cases}$$