Just go look at a bunch of items you like on Amazon. Soon you'll find the recommendations you don't like are replaced by others.

I think Amazon also lets you rate the recommendations they give you. Have you tried giving the items you don't like a low rating?

Amazon's search history inspired recommendations aren't just limited to their recommendations. They also show up in some Amazon ad units.