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首页> 外文期刊>IEEE Transactions on Knowledge and Data Engineering >Enhanced Clients for Data Stores and Cloud Services
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Enhanced Clients for Data Stores and Cloud Services

机译:数据存储和云服务的增强型客户端

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Data stores and cloud services are typically accessed using a client-server paradigm wherein the client runs as part of an application process which is trying to access the data store or cloud service. This paper presents the design and implementation of enhanced clients for improving both the functionality and performance of applications accessing data stores or cloud services. Our enhanced clients can improve performance via multiple types of caches, encrypt data for providing confidentiality before sending information to a server, and compress data for reducing the size of data transfers. Our clients can perform data analysis to allow applications to more effectively use cloud services. They also provide both synchronous and asynchronous interfaces. An asynchronous interface allows an application program to access a data store or cloud service and continue execution before receiving a response which can significantly improve performance. We present a Universal Data Store Manager (UDSM) which allows an application to access multiple different data stores and provides a common interface to each data store. The UDSM also can monitor the performance of different data stores. A workload generator allows users to easily determine and compare the performance of different data stores. We also present NLU-SA, an application for performing natural language understanding and sentiment analysis on text documents. NLU-SA is implemented on top of our enhanced clients and integrates text analysis with Web searching. We present results from NLU-SA on sentiment on the Web towards major companies and countries. We also present a performance analysis of our enhanced clients.
机译:通常使用客户端-服务器范例访问数据存储和云服务,其中客户端作为尝试访问数据存储或云服务的应用程序进程的一部分运行。本文介绍了用于改进访问数据存储或云服务的应用程序的功能和性能的增强客户端的设计和实现。我们增强的客户端可以通过多种类型的缓存来提高性能,在将信息发送到服务器之前对数据进行加密以提供机密性,并压缩数据以减小数据传输的大小。我们的客户可以执行数据分析,以使应用程序更有效地使用云服务。它们还提供同步和异步接口。异步接口允许应用程序访问数据存储或云服务并在收到响应之前继续执行,这可以显着提高性能。我们提供了一个通用数据存储管理器(UDSM),它允许应用程序访问多个不同的数据存储,并为每个数据存储提供一个公共接口。 UDSM还可以监视不同数据存储的性能。工作负载生成器使用户可以轻松确定并比较不同数据存储的性能。我们还将介绍NLU-SA,这是一种用于对文本文档执行自然语言理解和情感分析的应用程序。 NLU-SA在我们增强的客户端之上实现,并将文本分析与Web搜索集成在一起。我们通过NLU-SA在网络上向主要公司和国家/地区展示了有关情感的结果。我们还对增强型客户进行了性能分析。

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