In recent years with the rise of Cloud Computing (CC), many companies providing services in the cloud, are empowered a new series of services to their catalog, such as data mining (DM) and data processing, taking advantage of the vast computing resources available to them. Different service definition proposals have been proposed to address the problem of describing services in CC in a comprehensive way. Bearing in mind that each provider has its own definition of the logic of its services, and specifically of DM services, it should be pointed out that the possibility of describing services in a flexible way between providers is fundamental in order to maintain the usability and portability of this type of CC services. The use of semantic technologies based on the proposal offered by Linked Data (LD) for the definition of services, allows the design and modelling of DM services, achieving a high degree of interoperability. In this article a schema for the definition of DM services on CC is presented, in addition are considered all key aspects of service in CC, such as prices, interfaces, Software Level Agreement, instances or workflow of experimentation, among others. The proposal presented is based on LD, so that it reuses other schemata obtaining a best definition of the service. For the validation of the schema, a series of DM services have been created where some of the best known algorithms such as \textit{Random Forest} or \textit{KMeans} are modeled as services.
翻译:近年来,随着云层服务公司(云计算公司)的兴起,许多在云层提供服务的公司获得了一系列新的服务,如数据挖掘(DM)和数据处理等,利用可供它们利用的大量计算资源,获得了一系列新的服务,提出了不同的服务定义建议,以解决在CC服务中全面描述服务的问题;考虑到每个供应商都有自己的服务逻辑定义,特别是管理部服务的逻辑,应该指出,以灵活方式描述服务供应商之间服务的可能性是关键{,以便保持这类服务的使用性和可移植性{;根据链接数据公司(LD)提出的服务定义建议使用语义技术,使管理部服务的设计与建模得以实现高度的互操作性;在本篇文章中,提出了定义管理部服务、特别是管理部服务的逻辑,此外,还考虑了CC服务的所有关键方面,如价格、接口、软件级协议、实验实例或工作流程等。 提出的提案以LD为基础,因此,根据链接数据公司为服务提供提供的语义技术技术,使得管理部服务的设计与建模建模能够设计和建模,使管理部系统的其他服务得到最佳的认证。