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A Smart Contract Based Recommender System

机译:基于智能合约的推荐系统

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摘要

Nowadays information available on the World Wide Web has reached unprecedented growth and it makes difficult for users to find the most relevant for them. In order to alleviate such issue, Recommender Systems (RSs) have been proposed to collect opinions and preferences about a set of items, process such preferences and build a personalized information access. While the most part of current RSs exploit centralized architecture to provide the service, in this manuscript we propose an alternative approach for building a general purpose RSs that provides to users with more transparent and decentralized rating strategy. Indeed, the proposed framework is built on top of a Distributed Ledger technology platform that runs without any centralized authority and it supports both decentralized ratings and ranking of different items. A preliminary evaluation on the Ethereum test network demonstrates the feasibility of the framework in terms of performance and cost.
机译:如今,万维网上可用的信息已经达到了空前的增长,这使用户很难找到与他们最相关的信息。为了减轻这种问题,已经提出了推荐系统(RS)来收集关于一组项目的意见和偏好,处理这种偏好并建立个性化的信息访问。尽管当前的RS大部分都采用集中式体系结构来提供服务,但在本手稿中,我们提出了另一种构建通用RS的方法,该方法为用户提供了更加透明和分散的评级策略。实际上,所提议的框架是建立在分布式分类帐技术平台之上的,该平台无需任何集中授权即可运行,并且它支持分散式评分和不同项目的排名。对以太坊测试网络的初步评估证明了该框架在性能和成本方面的可行性。

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