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The Price Is Right Models and Algorithms for Pricing Data

机译:价格正确的数据定价模型和算法

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Data is a modern commodity. Yet the pricing models in use on electronic data markets either focus on the usage of computing resources, or are proprietary, opaque, most likely ad hoc, and not conducive of a healthy commodity market dynamics. In this paper we propose a generic data pricing model that is based on minimal provenance, i.e. minimal sets of tuples contributing to the result of a query. We show that the proposed model fulfills desirable properties such as contribution mono-tonicity, bounded-price and contribution arbitrage-freedom. We present a baseline algorithm to compute the exact price of a query based on our pricing model. We show that the problem is NP-hard. We therefore devise, present and compare several heuristics. We conduct a comprehensive experimental study to show their effectiveness and efficiency.
机译:数据是一种现代商品。然而,电子数据市场上使用的定价模型要么着重于计算资源的使用,要么是专有的,不透明的,极有可能是临时性的,并且不利于健康的商品市场动态。在本文中,我们提出了一种基于最小源的通用数据定价模型,即基于最小元组集的查询结果。我们表明,所提出的模型满足了期望的特性,例如贡献单调性,有界价格和贡献套利自由性。我们提出了一种基线算法,用于根据我们的定价模型计算查询的确切价格。我们证明问题是NP难的。因此,我们设计,呈现和比较了几种启发式方法。我们进行了全面的实验研究,以显示其有效性和效率。

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