Just simply add that activity in your manifest file..
like,
<activity android:name=".ActivityName"
android:label="@string/app_name">
</activity>
EDIT:
Now to catch the ActivityNOtFoundException
put your code in,
try {
// Your startActivity code wich throws exception
} catch (ActivityNotFoundException activityNotFound) {
// Now, You can catch the exception here and do what you want
}
Note: Be careful when you catch this ActivityNotFound Exception but you can't modified manifest file to run time, means once you encountered the exception and if you want to add that this activity tag at runtime then you can't.