An increasing number of applications require to recognize the class an incoming time series as quickly possible without unduly compromising accuracy prediction. In this paper, we put forward a new optimization criterion which takes into account both cost misclassification and delaying decision. Based on criterion, derived family non-myopic algorithms try anticipate expected future gain in infor...