Let the following experience :
Let $x=n_0\in\mathbb{N}$.
Each step, $x$ has a $1/2$ probability of increasing by one and a $1/2$ probability of decreasing by one.
The goal is to determine the Mean of this experience for an infinite number of steps.
If $x$ was varying over $\mathbb{Z}$ then it seems obvious to me that the Mean should be $n_0$. However, if we now limit $x$ to $\mathbb{N}$ (which implies that if $x$ is $0$ and is to decrease then it stays at $0$), what is the Mean of the experience ?