2020 · 11 citations · 14 references
ComputingBusiness AnalyticsBig Data AnalyticsData AnalyticsData ManagementData AnalysisData WarehousingBig Data Analytics ArchitectureUnstructured Data Extraction
Big data is concerned with voluminous, complex, highly unstructured data produced from numerous sources. It is expanding at immense rate these days and is a crucial issue to handle and manage the data for the analysis of required information to save both time and cost. The data extracted can be useful for the organization in various aspects. A lot of decisions have to be taken by business organizations based on this massive data. These decisions help in predicting future for various organizations such as business, social networking sites etc. In this paper, various aspects of big data along with big data analytic techniques have been discussed in detail. The various big data analytic tools and techniques have also been discussed here in this work. We also discussed various challenges that are faced during the analysis of big data along with the future research areas and directions in this particular field. It is concluded that Big Data Analytics is emerging and highly significant field of research these days. Big Data analytics can have variety of applications in different fields. The review of research carried out by various authors have also been discussed briefly. The motive of this review paper is to help the students and researchers who knew nothing about this field but want to explore this research area of Big Data Analytics. The reader of this work could solve the challenges discussed here to explore this field of Big Data Analytics and can smoothly move towards their further research.
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Xindong Wu, Xingquan Zhu, Gongqing Wu et al. · IEEE Transactions on Knowledge and Data Engineering · 2013 · 2.4K citations
A survey of machine learning for big data processing
Junfei Qiu, Qihui Wu, Guoru Ding et al. · EURASIP Journal on Advances in Signal Processing · 2016 · 888 citations · Full text