Started doing interval training 3 weeks ago and now I have shin splints.

I've been running for quite some time about 10k in 55 minutes and never had this problem before. Should I completely stop running now or can I still go at least once a week for a run? I don't want to start all over again so are there other cardio exercises I can do to replace running maybe?