You already know two kinds of bent graphs: the V of the absolute value function and the pieces of a piecewise function. Both can be built from one simple shape, the ramp: $$\operatorname{ReLU}(x) = \max(0, x) = \begin{cases} 0, & x < 0 \\ x, & x \ge 0. \end{cases}$$ It is flat at $0$ for negative inputs, then rises with slope $1$. (ReLU is short for "rectified linear unit.")
Idea clave
A shifted, scaled ramp $c\operatorname{ReLU}(x - a)$ is $0$ to the left of $x = a$ and a line of slope $c$ to the right of it. Add a few ramps (and a line) and you get a bent-line graph. Each ramp makes one bend, at its $a$, and its coefficient $c$ is how much the slope changes there.
Por qué funciona
To the left of $a$, the inside $x - a$ is negative, so the ramp adds $0$ and the graph is unchanged there. To the right of $a$, the ramp adds $c(x - a)$, a line with slope $c$. When you add functions, heights add, so slopes add too: past the bend, the new slope is the old slope plus $c$. The shift works like any transformation: $\operatorname{ReLU}(x - 3)$ is the ramp moved $3$ units right, and $\operatorname{ReLU}(-x)$ is the ramp reflected across the $y$-axis.
Worked examples
Ejemplo resuelto: Absolute value from two ramps
Show that $|x| = \operatorname{ReLU}(x) + \operatorname{ReLU}(-x)$ for every $x$.
- For $x \ge 0$: $\operatorname{ReLU}(x) = x$, and $-x \le 0$ gives $\operatorname{ReLU}(-x) = 0$. The sum is $x$, which is $|x|$.
- For $x < 0$: $\operatorname{ReLU}(x) = 0$, and $-x$ is positive, so $\operatorname{ReLU}(-x) = -x$. The sum is $-x$, which is $|x|$.
- Check $x = -3$: $\operatorname{ReLU}(-3) + \operatorname{ReLU}(3) = 0 + 3 = 3 = |-3|$.
Respuesta: $|x| = \operatorname{ReLU}(x) + \operatorname{ReLU}(-x)$
Ejemplo resuelto: Reading a sum of ramps
Let $f(x) = 2\operatorname{ReLU}(x + 1) - 3\operatorname{ReLU}(x - 2)$. Find $f(4)$ and the slope of each straight piece.
- At $x = 4$ the insides are $4 + 1 = 5$ and $4 - 2 = 2$, both positive. So $f(4) = 2 \cdot 5 - 3 \cdot 2 = 4$.
- The bends are where the insides are $0$: $x = -1$ and $x = 2$.
- Slopes: $0$ to the left of $-1$; $0 + 2 = 2$ between $-1$ and $2$; $2 + (-3) = -1$ to the right of $2$.
Respuesta: $f(4) = 4$; slopes $0$, $2$, $-1$
Ejemplo resuelto: Writing a graph as ramps
A graph comes down with slope $-1$ until the point $(0, 1)$, rises with slope $1$ until $(3, 4)$, and then stays flat. Write it with ramps.
- Start with the line of the left piece: slope $-1$ through $(0, 1)$ is $y = -x + 1$.
- At $x = 0$ the slope changes from $-1$ to $1$, a change of $2$. Add $2\operatorname{ReLU}(x)$.
- At $x = 3$ the slope changes from $1$ to $0$, a change of $-1$. Add $-\operatorname{ReLU}(x - 3)$.
- Check $x = 5$: $-5 + 1 + 2 \cdot 5 - 2 = 4$, the height of the flat piece. ✓
Respuesta: $f(x) = -x + 1 + 2\operatorname{ReLU}(x) - \operatorname{ReLU}(x - 3)$
Error común
Shifting the wrong way. $\operatorname{ReLU}(x - 3)$ bends at $x = 3$, not at $x = -3$. Find each bend by setting the inside equal to $0$. Check: put your bend into the inside; you should get $0$.
Error común
Using the new slope as the coefficient. In the last example it is tempting to write $1 \cdot \operatorname{ReLU}(x)$, because the slope after $0$ is $1$. But a ramp adds its coefficient to the slope already there, so that would give $-1 + 1 = 0$, a flat piece. Check: add up the coefficients from the left to get each piece's slope, and compare with the graph.
Ramps are the building blocks of many neural networks, the math inside much of today's speech and image recognition. A network adds up many shifted, scaled ramps, just as you did here. You will meet one in Linear Algebra.