We propose quantum algorithm for time-series prediction by using a quantum circuit that has similar structure as the recurrent neural network which is one of standard approaches employed for this task. Simple numerical simulations, in which we simulate the prediction of sinusoidal and triangular waves and a chaotic time-series of logistic map, show that our approach is viable.