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首页> 外文期刊>IEEE transactions on mobile computing >Multi-Cap Optimization for Wireless Data Plans with Time Flexibility
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Multi-Cap Optimization for Wireless Data Plans with Time Flexibility

机译:具有时间灵活性的无线数据计划的多帽优化

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An effective way for a Mobile network operator (MNO) to improve its revenue is price discrimination, i.e., providing different combinations of data caps and subscription fees. Rollover data plan (allowing the unused data in the current month to be used in the next month) is an innovative data mechanism with time flexibility. In this paper, we study the MNO's optimal multi-cap data plans with time flexibility in a realistic asymmetric information scenario. Specifically, users are associated with multi-dimensional private information, and the MNO designs a contract (with different data caps and subscription fees) to induce users to truthfully reveal their private information. This problem is quite challenging due to the multi-dimensional private information. We address the challenge in two aspects. First, we find that a feasible contract (satisfying incentive compatibility and individual rationality) should allocate the data caps according to users' willingness-to-pay (captured by the slopes of users' indifference curves). Second, for the non-convex data cap allocation problem, we propose a Dynamic Quota Allocation Algorithm, which has a low complexity and guarantees the global optimality. Numerical results show that the time-flexible data mechanisms increase both the MNO's profit (25 percent on average) and users' payoffs (8.2 percent on average) under price discrimination.
机译:移动网络运营商(MNO)的有效方式,以提高其收入是价格歧视,即提供不同的数据概要组合和订阅费用。翻转数据计划(允许在下个月使用的当前月份中的未使用的数据)是一种具有时间灵活性的创新数据机制。在本文中,我们研究了MNO在现实不对称信息场景中具有时间灵活性的最佳多帽数据计划。具体而言,用户与多维私人信息相关联,MNO设计合同(具有不同的数据概要和订阅费用),以引起用户真实地揭示其私人信息。由于多维私人信息,此问题非常具有挑战性。我们在两个方面解决了挑战。首先,我们发现,可行的合同(令人满意的激励兼容性和个人合理性)应根据用户的意愿付费(由用户漠不关心曲线的斜坡捕获)分配数据帽。其次,对于非凸数据盖分配问题,我们提出了一种动态配额分配算法,其复杂性低,保证全球最优性。数值结果表明,在价格歧视下,时间灵活的数据机制增加了MNO的利润(平均平均值25%)和用户的收益(平均8.2%)。

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