Generally, an altcoin is any digital currency other than Bitcoin. We're talking Dash, Ethereum, Monero, Ripple, Paragon, Litecoin, the new ICOs anything but Bitcoin itself.
I'd say Litecoin and Ethereum have staying power. Litecoin has proven itself already even if it hasn't skyrocketed in...