Handbook of Big Data Analytics. Volume 1: Methodologies最新文献

筛选
英文 中文
A survey on data stream analytics 数据流分析研究综述
Handbook of Big Data Analytics. Volume 1: Methodologies Pub Date : 2021-07-07 DOI: 10.1049/pbpc037f_ch6
Sumit Misra, S. Saha, C. Mazumdar
{"title":"A survey on data stream analytics","authors":"Sumit Misra, S. Saha, C. Mazumdar","doi":"10.1049/pbpc037f_ch6","DOIUrl":"https://doi.org/10.1049/pbpc037f_ch6","url":null,"abstract":"With the exponential expansion of the interconnected world, we have large volume, variety and velocity of the data flowing through the systems. The dependencies on these systems have crossed the threshold of business value, and now such communications have started to be classified as essential systems. As such, these systems have become vital social infrastructure that needs all of prediction, monitoring, safe guard and immediate decision-making in case of threats. The key enabler is data stream analytics (DSA). In DSA, the key areas of stream processing constitute prediction and forecasting, classification, clustering, mining frequent patterns and finding frequent item sets (FISs), detecting concept drift, building synopsis structures to answer standing and ad hoc queries, sampling and loadshedding in the case of bursts of data and processing data streams emanating from a very large number of interconnected devices typical for Internet-of-Things (IoT). The processing complexity is impacted by the multidimensionality of the stream data objects, building `forgetting' as a key construct in the processing, leveraging the time-series aspect to aid the processing and so on. In this chapter, we explore some of the aforementioned areas and provide a survey in each of these selected areas. We also provide a survey on the data stream processing systems (DSPSs) and frameworks that are being adopted by the industry at large.","PeriodicalId":162132,"journal":{"name":"Handbook of Big Data Analytics. Volume 1: Methodologies","volume":"419 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123572622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信