While working on my answer to another question, I noticed that the function $$ f(x) = \int_0^\infty t^{x-t} dt $$ satisfies the delay differential equation $$ f'(x) = x f(x-1) - f(x) $$ for $x>0$. To prove this, observe that $f'(x) = \int_0^\infty (\log t) t^{x-t} dt$. The equation rearranges to give $0 = xf(x-1) - f(x) - f'(x) = \int_0^\infty t^{x-t}\left(\frac{x}{t} - 1 - \log t)\right)dt$. This integrates to 0 because the integrand is $\frac{d}{dt} t^{x-t}$.
Is there a way that you could construct the function $f$ from this equation? What about other analytic solutions?
In the case of ordinary differential equations, I know there are some tricks, and in general $f'(x) = g(x,f(x))$ has a 1-parameter solution space. For DDEs it's a lot more complicated. Typically you're given an initial condition and you solve by piecewise extensions. If you're interested in analytic solutions and you don't care about initial conditions, that's not much help though. My question is: can you construct an analytic solution to a delay differential equation? In this example, given the equation $f'(x) = x f(x-1) - f(x)$, is there a way to arrive at an analytic solution that's not guess-and-check? Furthermore, it seems intuitive that if one analytic solution exists, there should be an infinite dimensional family of solutions (similar to how the family of solutions to the difference equation $f(x) = x f(x-1)$ is essentially parametrized by 1-periodic functions). For example, solutions to $f'(x) = f(x-1)$ have a Fourier series-like form $$f(x) = \sum_{\{c \space:\space c e^c = 1\}} a_c e^{c x}$$
For $f'(x) = xf(x-1) - f(x)$, I have discovered one particular solution. How would you going about constructing other analytic solutions? Is there anything analogous to $e^{c x}$ for $f'(x) = f(x-1)$?
Update (5/2/2020): As I suspected, there is an infinite dimensional space of solutions, which can be naturally parametrized by 1-periodic functions. Given any 1-periodic function $g$, then $$ f_g(x) = \int_0^\infty t^{x-t} g(x-t) dt $$ solves the same DDE. (This can be proven similarly to above). It's clear that $f_g$ is going to be analytic if $g$ is. I suppose showing only if wouldn't be difficult either. So that answers one part of the question. I'm still curious how one would arrive at this solution from the equation directly. It's easy to show this function solves the DDE, but how would one construct $f$ given $f'(x) = xf(x-1) - f(x)$.