In this paper, we introduce a large-scale activity data collection, and discuss the challenges for activity recognition with real data. We address the requirements of annotation for sequential activities and of utilizing device status, and also address research directions for unsupervised methods and complementary information.Ubicomp 2011 Workshop on Mobile Sensing: Challenges, Opportunities and Future Directions, September 18, 2011, Beijing, Chin
