Online privacy has become a real concern nowadays and it is recommended that you limit the amount of information made publicly available on your social profiles. So here's how to limit access to your activity feed on LinkedIn:
Connect to your LinkedIn account.
Click on the Account & Settings menu.
Click on Privacy & Settings:
Go to Privacy Controls and click on Select who can see your activity feed: