I have got the ans, In-case anyone need help below are the steps:-
Administration -> Tag Type -> Select the tag type from Right hand panel -> Delete the associated tag.
Thanks for sharing!
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I believe this is also covered in this section of the BMC TrueSight Capacity Optimization documentation: