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Leveraging Cloud Based Big Data Analytics in Knowledge Management for Enhanced Decision Making in Organizations

机译:在知识管理中利用基于云的大数据分析来增强组织的决策

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In recent past, big data opportunities have gained much momentum to enhance knowledge management inorganizations. However, big data due to its various properties like high volume, variety, and velocity canno longer be effectively stored and analyzed with traditional data management techniques to generatevalues for knowledge development. Hence, new technologies and architectures are required to store andanalyze this big data through advanced data analytics and in turn generate vital real-time knowledge foreffective decision making by organizations. More specifically, it is necessary to have a single infrastructurewhich provides common functionality of knowledge management, and flexible enough to handle differenttypes of big data and big data analysis tasks. Cloud computing infrastructures capable of storing andprocessing large volume of data can be used for efficient big data processing because it minimizes theinitial cost for the large-scale computing infrastructure demanded by big data analytics. This paper aims toexplore the impact of big data analytics on knowledge management and proposes a cloud-based conceptualframework that can analyze big data in real time to facilitate enhanced decision making intended forcompetitive advantage. Thus, this framework will pave the way for organizations to explore the relationshipbetween big data analytics and knowledge management which are mostly deemed as two distinct entities.
机译:在最近的过去,大数据机会获得了很大的动力来增强知识管理组织。但是,大数据由于其各种特性(如高容量,多样化和高速度)而无法再通过传统的数据管理技术有效地存储和分析,从而无法为知识开发创造价值。因此,需要新的技术和体系结构来通过高级数据分析来存储和分析此大数据,并反过来生成至关重要的实时知识,以供组织进行有效的决策。更具体地说,必须具有一个单一的基础结构,该基础结构提供知识管理的通用功能,并且足够灵活以处理不同类型的大数据和大数据分析任务。能够存储和处理大量数据的云计算基础架构可用于高效的大数据处理,因为它可将大数据分析所需的大规模计算基础架构的初始成本降至最低。本文旨在探讨大数据分析对知识管理的影响,并提出了一种基于云的概念框架,该框架可以实时分析大数据,以促进旨在获得竞争优势的增强型决策。因此,该框架将为组织探索大数据分析和知识管理之间的关系铺平道路,大数据分析和知识管理通常被视为两个不同的实体。

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