iOS 7 - Twitter notification issue
You need to go to Twitter.com in to your account and change some stuff there.

Mute a single Account



If you click on "More" in the twitter timeline there is the "Mute", to stop seen someones tweets.



If you want to be radical then Disable applications access for all: