A Systematic Literature Review on Using Machine Learning Algorithms for Software Requirements Identification on Stack Overflow

Table 9

Description of the data extraction form.

Data item	Description
Bibliographic information	Authors, title of the paper, name and type of the organization, country, publication type and venue, and year of publication.
Study goal	The main intent of the selected primary research studies.
ML algorithm/technique	The different types of the ML algorithms/techniques employed to identify and classify the software requirements.
Types of the requirements	The different types of software requirements FRs/NFRs.
Process/approach	The process/approach used to identify the FRs/NFRs from posts.
Performance evaluation	How were the performance and efficiency of the ML algorithms measured in the selected primary research studies and what were their actual outcomes?