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I would try and find out the name of the owner, their linking details, and any other info I may need.
Then I would add their details to my site, wait for it to be cached by the 3 major search engines.
Once that was all done, I would then write to the person by name. Politely ask if they will link to a related site, even asking if they would like any of the details altered.