Large-scale evaluation framework for local influence theories in Twitter

•We propose a formalized evaluation framework for topic-specific influence theories specialized in Twitter.•We introduce a novel evaluation metric that assesses the aggregate sentiment of a group of user.•We introduce a two-dimensional taxonomy for classifying influence theories.•We use the framework to evaluate five existing theories from literature and assess their performance.