Xenon headlight randomly goes out

I noticed the other day that my passenger headlight was out when I got home. I turned the headlights off, then back on and it was working again. I left them on for a few minutes and then noticed the passenger light was off again.

Where would I start with troubleshooting this? Does this seem to be a bulb or ballast issue?

Thanks