Detecting breaking news rumors of emerging topics in social media

•A new semi-supervised learning solution for breaking news rumor detection.•A new strategy to mitigate the cross-topic issue in breaking news rumor detection.•Proposed method outperforms the state-of-the-art classifiers on real-life datasets.