Big data analytics and big data science: a survey

被引:88
作者
Chen, Yong [1 ,7 ]
Chen, Hong [2 ,7 ]
Gorkhali, Anjee [3 ,7 ]
Lu, Yang [4 ,5 ,7 ]
Ma, Yiqian [6 ,7 ]
Li, Ling [7 ]
机构
[1] Peking Univ, Beijing 100871, Peoples R China
[2] Tianjin Univ, Tianjin 300072, Peoples R China
[3] Tribhuvan Univ, Inst Engn, Kirtipur 44618, Nepal
[4] Univ Kentucky, Lexington, KY 40506 USA
[5] Univ Manchester, Manchester M13 9PL, Lancs, England
[6] Shanghai Univ Sport, Shanghai 200438, Peoples R China
[7] Old Dominion Univ, Norfolk, VA 23529 USA
关键词
big data; big data analytics; big data science; survey; literature review;
D O I
10.1080/23270012.2016.1141332
中图分类号
F [经济];
学科分类号
02 ;
摘要
Big data has attracted much attention from academia and industry. But the discussion of big data is disparate, fragmented and distributed among different outlets. This paper conducts a systematic and extensive review on 186 journal publications about big data from 2011 to 2015 in the Science Citation Index (SCI) and the Social Science Citation Index (SSCI) database aiming to provide scholars and practitioners with a comprehensive overview and big picture about research on big data. The selected papers are grouped into 20 research categories. The contents of the paper(s) in each research category are summarized. Research directions for each category are outlined as well. The results in this study indicate that the selected papers were mainly published between 2013 and 2015 and focus on technological issues regarding big data. Diverse new approaches, methods, frameworks and systems are proposed for data collection, storage, transport, processing and analysis in the selected papers. Possible directions for future research on big data are discussed.
引用
收藏
页码:1 / 42
页数:42
相关论文
共 212 条
[1]   The Stratosphere platform for big data analytics [J].
Alexandrov, Alexander ;
Bergmann, Rico ;
Ewen, Stephan ;
Freytag, Johann-Christoph ;
Hueske, Fabian ;
Heise, Arvid ;
Kao, Odej ;
Leich, Marcus ;
Leser, Ulf ;
Markl, Volker ;
Naumann, Felix ;
Peters, Mathias ;
Rheinlaender, Astrid ;
Sax, Matthias J. ;
Schelter, Sebastian ;
Hoeger, Mareike ;
Tzoumas, Kostas ;
Warneke, Daniel .
VLDB JOURNAL, 2014, 23 (06) :939-964
[2]   Managing the Computational Chemistry Big Data Problem: The ioChem-BD Platform [J].
Alvarez-Moreno, M. ;
de Graaf, C. ;
Lopez, N. ;
Maseras, F. ;
Poblet, J. M. ;
Bo, C. .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2015, 55 (01) :95-103
[3]   Big Data for Health [J].
Andreu-Perez, Javier ;
Poon, Carmen C. Y. ;
Merrifield, Robert D. ;
Wong, Stephen T. C. ;
Yang, Guang-Zhong .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2015, 19 (04) :1193-1208
[4]   Editor's note: Special Section on Web Information Management in the Big Data Era [J].
不详 .
WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2015, 18 (03) :707-707
[5]  
[Anonymous], 2011, J EMERG TRENDS COMPU
[6]   Editorial: Big Data for Health [J].
Atun, R. ;
Lussier, Y. ;
Poon, C. ;
Wong, S. T. C. ;
Yang, G. -Z. .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2015, 19 (04) :1191-1192
[7]   Network Load Predictions Based on Big Data and the Utilization of Self-Organizing Maps [J].
Bantouna, Aimilia ;
Poulios, Giorgos ;
Tsagkaris, Kostas ;
Demestichas, Panagiotis .
JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT, 2014, 22 (02) :150-173
[8]   Web search for a planet:: The Google cluster architecture [J].
Barroso, LA ;
Dean, J ;
Hölzle, U .
IEEE MICRO, 2003, 23 (02) :22-28
[9]   Advances in data warehousing and OLAP in the big Data Era [J].
Bellatreche, Ladjel ;
Cuzzocrea, Alfredo ;
Song, Il-Yeol .
INFORMATION SYSTEMS, 2015, 53 :39-40
[10]   Taming Uncertainty in Big Data Evidence from Social Media in Urban Areas [J].
Bendler, Johannes ;
Wagner, Sebastian ;
Brandt, Tobias ;
Neumann, Dirk .
BUSINESS & INFORMATION SYSTEMS ENGINEERING, 2014, 6 (05) :279-288