
Philatelist
Hobbyist Nuance
Used to indicate someone has an in-depth hobby, not casual interest. 
Academic Study
Can imply academic or historical interest in stamps, not just collecting. 
Specialized Vocabulary
It's a specialized term; everyday conversations use 'stamp collector'. 