How to format your references using the Machine Learning citation style

This is a short guide how to format citations and the bibliography in a manuscript for Machine Learning. 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
Hoegh-Guldberg, O. (2006). Ecology. Complexities of coral reef recovery. Science (New York, N.Y.), 311(5757), 42–43.
A journal article with 2 authors
Johnson, C. M., & Beard, B. L. (2005). Geochemistry. Biogeochemical cycling of iron isotopes. Science (New York, N.Y.), 309(5737), 1025–1027.
A journal article with 3 authors
Jablonski, D., Roy, K., & Valentine, J. W. (2006). Out of the tropics: evolutionary dynamics of the latitudinal diversity gradient. Science (New York, N.Y.), 314(5796), 102–106.
A journal article with 8 or more authors
Gu, Z., Steinmetz, L. M., Gu, X., Scharfe, C., Davis, R. W., & Li, W.-H. (2003). Role of duplicate genes in genetic robustness against null mutations. Nature, 421(6918), 63–66.

Books and book chapters

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

An authored book
Murray, B. (2015). The Possibility of Culture. Hoboken, NJ: John Wiley & Sons, Inc.
An edited book
Chen, W., Yin, G., Zhao, G., Han, Q., Jing, W., Sun, G., & Lu, Z. (Eds.). (2016). Big Data Technology and Applications: First National Conference, BDTA 2015, Harbin, China, December 25-26, 2015. Proceedings (1st ed. 2016., Vol. 590). Singapore: Springer.
A chapter in an edited book
Lu, G., Lin, X., & Zhou, R. (2016). Mbench: Benchmarking a Multicore Operating System Using Mixed Workloads. In J. Zhan, R. Han, & R. V. Zicari (Eds.), Big Data Benchmarks, Performance Optimization, and Emerging Hardware: 6th Workshop, BPOE 2015, Kohala, HI, USA, August 31 - September 4, 2015. Revised Selected Papers (pp. 50–63). Cham: Springer International Publishing.

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 Machine Learning.

Blog post
Andrews, R. (2017, January 9). Beijing Creates Anti-Smog Police To Tackle Air Polluters. IFLScience. IFLScience. https://www.iflscience.com/environment/beijing-creates-antismog-police-tackle-air-polluters/. Accessed 30 October 2018

Reports

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. (1986). Biotechnology: Agriculture’s Regulatory System Needs Clarification (No. RCED-86-59). Washington, DC: U.S. Government Printing Office.

Theses and dissertations

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

Doctoral dissertation
Hill, B. (2010). HIV-specific CD8 T-cell clonality, publicity and function under different vaccine modalities (Doctoral dissertation). George Washington University, Washington, DC.

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
Hartocollis, A., & Taylor, K. (2013, October 10). After an Introduction by de Blasio, a Brooklyn Hospital Hired His Wife. New York Times, p. A24.

In-text citations

References should be cited in the text by name and year in parentheses:

This sentence cites one reference (Hoegh-Guldberg 2006).
This sentence cites two references (Hoegh-Guldberg 2006; Johnson and Beard 2005).

Here are examples of in-text citations with multiple authors:

  • Two authors: (Johnson and Beard 2005)
  • Three or more authors: (Gu et al. 2003)

About the journal

Full journal titleMachine Learning
AbbreviationMach. Learn.
ISSN (print)0885-6125
ISSN (online)1573-0565
ScopeArtificial Intelligence
Software

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