Big Data Augmentation with Data Warehouse: A Survey

被引:0
|
作者
Aftab, Umar [1 ]
Siddiqui, Ghazanfar Farooq [1 ]
机构
[1] Quaid I Azam Univ, Dept Comp Sci, Islamabad, Pakistan
关键词
Data Warehouse; Big Data; Map Reduce; Augmentation; Data Lake; OLAP; CMM; D&M;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With dynamic changes in world's technology, an increasing growth and adoption observed in the usage of social media, computer networks, internet of things, and cloud computing. Research experiments are also generating huge amount of data which are to be collected, managed and analyzed. This huge data is known as "Big Data". Research analysts have perceived an increase in data that contains both useful and useless entities. In extraction of useful information, data warehouse finds difficulties in enduring with increasing amount of data generated. With shifts in paradigm, big data analytics emerged as promising area of research which supports business intelligence in terms of decision making. This paper provides a comprehensive survey on BigData, BigData problems, BigData Analytics and Big Data Warehouse. In addition, it also explains how the need for augmentation of big data and data warehouse emerged in perspective of decision making, comparing methods and research problems. It also elaborates applications which support Big Data, Data Warehouse, and its challenges.
引用
收藏
页码:2785 / 2794
页数:10
相关论文
共 50 条
  • [41] Multi-version Data Warehouse: A Survey
    Saroha, Kriti
    Gosain, Anjana
    2014 5TH INTERNATIONAL CONFERENCE CONFLUENCE THE NEXT GENERATION INFORMATION TECHNOLOGY SUMMIT (CONFLUENCE), 2014, : 40 - 45
  • [42] Comparative Study of Data Quality Dimensions for Data Warehouse Development: A Survey
    Munawar
    Salim, Naomie
    Ibrahim, Roliana
    ADVANCED MACHINE LEARNING TECHNOLOGIES AND APPLICATIONS, 2012, 322 : 465 - 473
  • [43] Big Data versus a survey
    Whitaker, Stephan D.
    QUARTERLY REVIEW OF ECONOMICS AND FINANCE, 2018, 67 : 285 - 296
  • [44] A Survey of Multimedia Big Data
    Wang, Zaijian
    Mao, Shiwen
    Yang, Lingyun
    Tang, Pingping
    CHINA COMMUNICATIONS, 2018, 15 (01) : 155 - 176
  • [45] Big Data Infrastructure: A Survey
    Salvador, Jaime
    Ruiz, Zoila
    Garcia-Rodriguez, Jose
    BIOMEDICAL APPLICATIONS BASED ON NATURAL AND ARTIFICIAL COMPUTING, PT II, 2017, 10338 : 249 - 258
  • [46] BIG DATA IN SURVEY RESEARCH
    Japec, Lilli
    Kreuter, Frauke
    Berg, Marcus
    Biemer, Paul
    Decker, Paul
    Lampe, Cliff
    Lane, Julia
    O'Neil, Cathy
    Usher, Abe
    PUBLIC OPINION QUARTERLY, 2015, 79 (04) : 839 - 880
  • [47] A Survey of Multimedia Big Data
    Zaijian Wang
    Shiwen Mao
    Lingyun Yang
    Pingping Tang
    中国通信, 2018, 15 (01) : 155 - 176
  • [48] Big Data Quality: A Survey
    Taleb, Ikbal
    Serhani, Mohamed Adel
    Dssouli, Rachida
    2018 IEEE INTERNATIONAL CONGRESS ON BIG DATA (IEEE BIGDATA CONGRESS), 2018, : 166 - 173
  • [49] Big Data technologies: A survey
    Oussous, Ahmed
    Benjelloun, Fatima-Zahra
    Ait Lahcen, Ayoub
    Belfkih, Samir
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2018, 30 (04) : 431 - 448
  • [50] Big Sensor Data: A Survey
    Zhang, Yin
    Li, Wei
    Zhou, Ping
    Yang, Jun
    Shi, Xiaobo
    INTERNET AND DISTRIBUTED COMPUTING SYSTEMS, IDCS 2016, 2016, 9864 : 155 - 166