Systematic Review of Methodologies in Data Science

摘要

In this paper, the problem of finding outstanding research works in the topic of methodologies of Data Science was addressed. Although there are survey-type publications on this science, these do not explicitly highlight the use of a state-of-the-art review methodology that would help in the construction of the survey. Within the present investigation, a systematic review was applied to identify the relevant publications concerning the methodological issue in Data Science. A total of 3,451 articles were reviewed by title using the search strings established in the systematic review. Likewise, this number of articles was filtered to select only those that met the inclusion and exception criteria. As a result of the application of these variables, only 24 articles out of the total were identified as relevant to the methodological issue of data science.