I have a couple of items from my dead grandparents, and it's a connection.
It's a tangible connection that feels more real than something intangible like memories.
As for my dad though, I have no idea. He recognizes that it's a problem, but can't stop. It's stuff like plastic ship models, or stuff he wants to buy on eBay - postcards from defunct airlines that he used to fly on.