Machine learning-based proactive social-sensor service for mental health monitoring using twitter data

•A generic framework supporting proactive mental-health monitoring service.•Social-sensor cloud services based on social media data, especially Twitter data.•A detailed data cleaning and pre-processing of the tweets.•Machine learning mechanism for the early detection of at-risk social sensors.•Overcome the limitations of traditional classifiers.