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Evolutionary Technique for Combinatorial Reverse Auctions

机译:组合反应拍卖的进化技术

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Winner(s) determination in combinatorial reverse auctions is a very appealing application in e-commerce but very challenging especially when multiple attributes of multiple instances of items are considered. The difficulty here is to return the optimal solution to this hard optimization problem in a reasonable computation time. In this paper, we make this problem more interesting by considering all-units discounts on attributes and solving it using genetic algorithms. We also consider the availability of instances of items in sellers' stock. In order to evaluate the performance of our proposed method, we conducted several experiments on randomly generated instances. The results clearly demonstrate the efficiency of our method in determining the winner(s) with an optimal procurement cost in an efficient processing time.
机译:组合反向拍卖中的获奖者确定是电子商务中的一个非常有吸引力的应用,但特别具有挑战性,特别是当考虑多个物品的多个属性时。 这里的困难是在合理的计算时间内将最佳解决问题返回到该硬优化问题。 在本文中,我们通过考虑所有单位的属性折扣并使用遗传算法解决它,使这个问题更有趣。 我们还考虑卖方库存中物品实例的可用性。 为了评估我们提出的方法的性能,我们对随机产生的实例进行了几个实验。 结果清楚地证明了我们在高效处理时间内具有最佳采购成本的胜利者在确定获胜者时的效率。

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