Shoes (old) thrown for luck

Some years ago, when the vessels engaged in the Greenland whale-fishery left Whitby, in Yorkshire, I observed the wives and friends of the sailors to throw old shoes at the ships as they passed the pier-head. Query, What is the origin of this practice?