YAHOO stands for 'Yet Another Hierarchical Officious Oracle' - a backronym coined by founders David Filo and Jerry Yang. The name originally started as 'Jerry and David's Guide to the World Wide Web' before being changed to the acronym YAHOO. It is indeed an acronym, not a surname.