CDS: Collaborative distant supervision for Twitter account classification

作者:

Highlights:

• Novel distant supervision-based approach to Twitter account classification.

• Collaborative learning of distant supervision, active and semi-supervised learning.

• Heuristics for automatically labelling Twitter accounts.

• Generic strategy identifying false positives and false negatives from automatic labelling.

摘要

•Novel distant supervision-based approach to Twitter account classification.•Collaborative learning of distant supervision, active and semi-supervised learning.•Heuristics for automatically labelling Twitter accounts.•Generic strategy identifying false positives and false negatives from automatic labelling.

论文关键词:Twitter,Classification,Distant supervision,Active learning,Semi-supervised learning

论文评审过程:Received 15 July 2016, Revised 30 March 2017, Accepted 31 March 2017, Available online 6 April 2017, Version of Record 25 April 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.03.075