Collecting groundtruth labels in many tasks are challenging or impractical. By distributing the task to multiple workers and estimating the true labels via some aggregation schemes, crowdsourcing provides a new learning paradigm, and has achieved applications in various fields such as sentiment classification, medical diagnosis and image tagging.