Practical Application and Evaluation of Atomic Swaps for Blockchain-based Recommender Systems

Andrea Lisi, Andrea De Salve, P. Mori, L. Ricci
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引用次数: 8

Abstract

Recommender Systems are very popular tools within the online community, suggesting to their users a big variety of items like products, videos, music and locations to visit. Moreover, users actively populate these systems sending and reading opinions under the form of reviews, and potentially obtaining a reward for their activities. However, such systems typically rely on a central authority that acts as a trusted party having total control over the system. Decentralized Recommender Systems have been proposed to solve such issue distributing the control and responsibility on the hands of their users, but leading to risks in case of disputes or misbehaviour. Based on a general architecture of a Decentralized Recommender System, in this paper we identify the potential unfair exchanges that may rise during the activity between two users, and we propose a solution based on the concept of atomic swaps inherited from the blockchain technology. Finally, we provide an attack model to show that the proposed solution creates fair processes.
基于区块链推荐系统的原子交换的实际应用和评估
推荐系统是在线社区中非常流行的工具,它向用户推荐各种各样的项目,如产品、视频、音乐和值得访问的地点。此外,用户积极地填充这些系统,以评论的形式发送和阅读意见,并可能因他们的活动获得奖励。然而,这样的系统通常依赖于一个中央权威机构,该机构充当对系统拥有完全控制权的可信方。分散式推荐系统的提出是为了解决这样的问题,即将控制权和责任分散到用户手中,但在发生争议或行为不当的情况下会导致风险。基于去中心化推荐系统的一般架构,本文确定了两个用户之间活动期间可能出现的潜在不公平交换,并提出了基于继承自区块链技术的原子交换概念的解决方案。最后,我们提供了一个攻击模型来证明所提出的解决方案创建了公平的过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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