I meet a series of the form
$$\sum_{n=0}^{\infty} \frac{x^n}{(2n-1)!!}$$ where $(-1)!! = 1$.
I guess it is a Taylor expansion of a function but I don't know what it is. Could anyone here help me?
Remark: The problem comes from calculating a renewal process. Assume $N(t)$ is a renewal process with interarrival time $X_i$ where $X_i$ i.i.d. follow $\chi^2_1$. Then the arrival time of the $k$th event is $S_k \sim \chi^2_k$. Then the renewal function is
$$m(t) = \mathbb{E}N(t) =\sum_{k=1}^\infty Pr(S_k \leq t)$$
which is
$$\sum_{k=1}^\infty \int_0^t \frac{x^{k/2-1}e^{-x/2}}{2^{k/2}\Gamma(k/2)}dx.$$
We can exchange the summation and the integral and divide the summation into two parts according to $k$ is even or odd.
The part for $k$ is even is easy. But for $k$ is odd, I think we need to deal the series in the beginning of the problem.
Your series is certainly not a trivial one. We shall prove that your series is given by $1+f(\sqrt{x})$, where \begin{equation} f(x)=xe^{x^2/2}\sqrt{\frac{\pi}{2}}\text{erf}\left(\frac{x}{\sqrt{2}}\right) \end{equation} and $\text{erf}(z)$ is the error function. We will be making use of the Taylor series for $\text{erf}(z)$ which is as follows: \begin{equation} \text{erf}(z)=\frac{2}{\sqrt{\pi}}\sum_{n=0}^\infty\frac{(-1)^nz^{2n+1}}{n!(2n+1)} \end{equation} Now, we expand Taylor series of both $e^{x^2/2}$ and $\text{erf}\left(\frac{x}{\sqrt{2}}\right)$, and take the Cauchy product: \begin{equation} \begin{split} f(x)&=xe^{x^2/2}\sqrt{\frac{\pi}{2}}\text{erf}\left(\frac{x}{\sqrt{2}}\right)\\ &=x\sqrt{\frac{\pi}{2}}\left[\sum_{k=0}^\infty \frac{x^{2k}}{2^kk!}\right]\left[\sqrt{\frac{2}{\pi}}\sum_{\ell=0}^\infty \frac{(-1)^\ell x^{2\ell+1}}{2^\ell \ell ! (2\ell+1)}\right]\\ &=x^2\left[\sum_{k=0}^\infty \frac{x^{2k}}{2^kk!}\right]\left[\sum_{\ell=0}^\infty \frac{(-1)^\ell x^{2\ell}}{2^\ell \ell ! (2\ell+1)}\right]\\ &=x^2\sum_{n=0}^\infty\sum_{k=0}^n\frac{x^{2n-2k}}{2^{n-k}(n-k)!}\cdot\frac{(-1)^kx^{2k}}{2^kk!(2k+1)}\\ &=x^2\sum_{n=0}^\infty\frac{x^{2n}}{2^nn!}\sum_{k=0}^n{n\choose k}\frac{(-1)^k}{2k+1}\\ \end{split} \end{equation} We can evaluate this last sub-sum using the Beta function: \begin{equation} \begin{split} \sum_{k=0}^n{n\choose k}\frac{(-1)^k}{2k+1}&=\sum_{k=0}^n{n\choose k}(-1)^k\int_0^1t^{2k}dt\\ &=\int_0^1\sum_{k=0}^n{n\choose k}(-1)^kt^{2k}dt\\ &=\int_0^1(1-t^2)^ndt\\ &=\int_0^1\frac{(1-u)^n}{2u^{1/2}}du\\ &=\frac{1}{2}B(1/2,n+1)\\ &=\frac{\Gamma(1/2)\Gamma(n+1)}{2\Gamma(n+3/2)}\\ &=\frac{2^nn!}{(2n+1)!!} \end{split} \end{equation} We may therefore simplify \begin{equation} f(x)=x^2\sum_{n=0}^\infty\frac{x^{2n}}{(2n+1)!!}=\sum_{n=1}^\infty\frac{x^{2n}}{(2n-1)!!} \end{equation} which means that \begin{equation} \sum_{n=0}^\infty\frac{x^n}{(2n-1)!!}=1+f(\sqrt{x})=1+e^{x/2}\sqrt{\frac{\pi x}{2}}\text{erf}\left(\sqrt{\frac{x}{2}}\right) \end{equation} as desired.