How to format your references using the Big Data Research citation style

This is a short guide how to format citations and the bibliography in a manuscript for Big Data Research. For a complete guide how to prepare your manuscript refer to the journal's instructions to authors.

Using reference management software

Typically you don't format your citations and bibliography by hand. The easiest way is to use a reference manager:

PaperpileThe citation style is built in and you can choose it in Settings > Citation Style or Paperpile > Citation Style in Google Docs.
EndNoteFind the style here: output styles overview
Mendeley, Zotero, Papers, and othersThe style is either built in or you can download a CSL file that is supported by most references management programs.
BibTeXBibTeX syles are usually part of a LaTeX template. Check the instructions to authors if the publisher offers a LaTeX template for this journal.

Journal articles

Those examples are references to articles in scholarly journals and how they are supposed to appear in your bibliography.

Not all journals organize their published articles in volumes and issues, so these fields are optional. Some electronic journals do not provide a page range, but instead list an article identifier. In a case like this it's safe to use the article identifier instead of the page range.

A journal article with 1 author
M. Midgley, Being objective, Nature. 410 (2001) 753.
A journal article with 2 authors
S. Patel, R.D. Cone, Neuroscience: a cellular basis for the munchies, Nature. 519 (2015) 38–40.
A journal article with 3 authors
P.R. Waghmare, N.S.K. Gunda, S.K. Mitra, Under-water superoleophobicity of fish scales, Sci. Rep. 4 (2014) 7454.
A journal article with 4 or more authors
G.H. Jacobs, G.A. Williams, H. Cahill, J. Nathans, Emergence of novel color vision in mice engineered to express a human cone photopigment, Science. 315 (2007) 1723–1725.

Books and book chapters

Here are examples of references for authored and edited books as well as book chapters.

An authored book
P.D. Schumer, Mathematical Journeys, John Wiley & Sons, Inc., Hoboken, NJ, 2005.
An edited book
W. Leal Filho, A. Úbelis, D. Bērziņa, eds., Sustainable Development, Knowledge Society and Smart Future Manufacturing Technologies, Springer International Publishing, Cham, 2015.
A chapter in an edited book
M.A. Lewis, S.V. Petrovskii, J.R. Potts, Invasion in a Multispecies System, in: S.V. Petrovskii, J.R. Potts (Eds.), The Mathematics Behind Biological Invasions, Springer International Publishing, Cham, 2016: pp. 107–154.

Web sites

Sometimes references to web sites should appear directly in the text rather than in the bibliography. Refer to the Instructions to authors for Big Data Research.

Blog post
E. Andrew, Fossilised Eggshells Help Crack The Mystery Of How Dinosaurs Kept Warm, IFLScience. (2015).


This example shows the general structure used for government reports, technical reports, and scientific reports. If you can't locate the report number then it might be better to cite the report as a book. For reports it is usually not individual people that are credited as authors, but a governmental department or agency like "U. S. Food and Drug Administration" or "National Cancer Institute".

Government report
Government Accountability Office, Public-Safety Broadband Network: FirstNet Has Made Progress Establishing the Network, but Should Address Stakeholder Concerns and Workforce Planning, U.S. Government Printing Office, Washington, DC, 2017.

Theses and dissertations

Theses including Ph.D. dissertations, Master's theses or Bachelor theses follow the basic format outlined below.

Doctoral dissertation
Z. Sun, A qualitative study of Chinese parents’ beliefs, involvement and challenges in support of their children’s English language development in China, Doctoral dissertation, California State University, Long Beach, 2013.

News paper articles

Unlike scholarly journals, news papers do not usually have a volume and issue number. Instead, the full date and page number is required for a correct reference.

New York Times article
S.R. Kelly, How the Carolinas Fixed Their Blurred Lines, New York Times. (2014) SR6.

In-text citations

References should be cited in the text by sequential numbers in square brackets:

This sentence cites one reference [1].
This sentence cites two references [1,2].
This sentence cites four references [1–4].

About the journal

Full journal titleBig Data Research
AbbreviationBig Data Res.
ISSN (print)2214-5796
ScopeManagement Information Systems
Computer Science Applications
Information Systems
Information Systems and Management

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