Main reason for the subfolder domain/forum - that it will be followed from the main domain and bring some extra juice to the main domain also.
Subdomain (forum.domain) is treated as a separate site and will not gain/pass any juice
Same with the blog or directory...
Unless your site is huge in terms of content/traffic or some parts of it completely unrelated - I would stick with subfolder instead of subdomain...
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