Two approaches used by the previous version of AlphaGo (MCTS and a NN for position evaluation) have been tried in the past in computer chess with relatively poor results, while in the past few years they were already giving good results for Go.
The current version might be using some different techniques that could be more useful, though. They should release some details in the next few weeks.