Automatically classifying user requests in crowdsourcing requirements engineering.

•Generate a list of reusable non-project-specific user requests keywords.•Propose a semi-automated approach to mine project-specific keywords.•Develop an effective strategy for training user requests classifiers.•Improve the accuracy on classifying both frequently and infrequently occurring types of user requests.•Reduce the number of instances needed for training a high accuracy classifier.