Inside the official Twitter app, do the following:
1.Tap on "Me" (icon in the bottom right corner)
2.Tap on the cog wheel above your tweets.
3. Select "Settings".
4. Select "Notifications".
5. Select "Tweets" and then make the necessary changes . Also, make the necessary changes in the "Mentions" and "ReTweets" options.