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Steiner Tree Based Recommendation System for Combination of APIs and IoT Devices

机译:基于Steiner Tree的API和IoT设备组合的推荐系统

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The growing ecosystem of Web APIs and IoT devices enables us to create a mashup within a short period of time. However, it is difficult to find appropriate Web APIs and IoT devices. Moreover, investigating a combination of Web APIs and IoT devices is much more difficult. The growing ecosystem enables us to achieve ideas in alternative ways, although it is difficult to find such alternative ways. We propose a recommendation system that takes the quality characteristics and such alternative ways into account. The system is implemented using a Steiner tree approximation algorithm, which can recommend a combination of Web APIs and IoT devices suitable for mashups. We tested the system in two aspects, i.e., the validity and performance of the algorithm. The validity was proved by running the system against a graph of actual Web APIs and IoT devices. The performance was proved by running the system against large graphs generated using a pseudorandom number generator. The system can output a result within 8 s against 28,200 nodes and five terminals, which is a considerably shorter time than that required by skilled developers to come up with a combination.
机译:不断增长的Web API和IoT设备生态系统使我们能够在短时间内创建mashup。但是,很难找到合适的Web API和IoT设备。此外,研究Web API和IoT设备的组合要困难得多。不断发展的生态系统使我们能够以其他方式实现构想,尽管很难找到这样的替代方式。我们提出了一种建议系统,其中应考虑质量特征和此类替代方式。该系统使用Steiner树近似算法实现,该算法可以推荐适用于混搭的Web API和IoT设备的组合。我们从两个方面对系统进行了测试,即算法的有效性和性能。通过针对实际Web API和IoT设备的图形运行系统来证明其有效性。通过针对使用伪随机数生成器生成的大图运行系统,证明了该性能。系统可以在8 s内针对28,200个节点和5个终端输出结果,这比熟练的开发人员提出组合所需的时间短得多。

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