Does black with a white stripe go with purple?

It depends in what context. If it were a black dress with a white stripe and purple shoes Then go for it. It also depends on the shade of purple.

Blacks and Whites are such classic colours and very strong by themselves. Throwing in a purple makes it look like trying-too-hard. Of course you may have or will see Lady Gaga do that, but what do you want?