A type of casual footwear resembling a loafer, originally designed to be worn aboard a boat, characterized by water-resistant hide, soles designed to improve hold on wet deck of the boat and side lacing.
running shoe
noun
One of a pair of running shoes
How often have the words boat shoe and running shoe occurred in a corpus of books? (source: Google Ngram Viewer )