Are the following statements true?
Suppose we have a sequence of constants $c_n \rightarrow c$. Then:
- If $X_n \stackrel{a.s.}{\rightarrow} X$, then $c_nX_n \stackrel{a.s.}{\rightarrow} cX$.
- If $X_n \stackrel{p}{\rightarrow} X$, then $c_nX_n \stackrel{p}{\rightarrow} cX$.
- If $X_n \stackrel{d}{\rightarrow} X$, then $c_nX_n \stackrel{d}{\rightarrow} cX$.
For example, I'd like to say that $\frac{n}{n-1} X_n \stackrel{a.s.}{\rightarrow} X$, when $X_n \stackrel{a.s.}{\rightarrow} X$. The closest thing I could find was Slutsky's lemma which holds when $c_n$ is a sequence of random variables (but not constants) such that $c_n \stackrel{d}{\rightarrow} c$.