Why do some of my long life light bulbs go off and then come back on again?

Exactly what kind of light bulbs are they?

Have you tried them in different fixtures? Are you using regular incandescent or fluorescent bulbs?
This could be the result of any number of problems, depending on the type of bulb and fixture.