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In this paper, we introduce a new efficient approach for optimizing the routing performance in MPLS based networks. The approach uses an adaptive predictor to predict future link loads. Combing the predicted link load with the current link load is an effective method in order to optimize the link weights. Our contribution is a new mechanism which uses the information of future link loads to optimize...