Horizontal scaling versus Vertical scaling

http://en.wikipedia.org/wiki/Scalability suggests that horizontal scaling is of adding more computers to a LAN or servers to an application that fails over across a few servers. Vertical scaling is of beefing up horsepower at a server by adding memory or RAM or something comparable.