Peer-Reviewed Conference and Journal Publications:

[Fan17] Liyue Fan. Temporal Signature for Location Similarity. In 1st ACM SIGSPATIAL Workshop on Recommendations for Location-based Services and Social Networks (LocalRec), 2017. To appear.

[FBS+17] Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong. Multi-User Itinerary Planning for Optimal Group Preference. Proceedings of th 15th International Symposium on Spatial and Temporal Databases (SSTD), 2017. Link

[TTL+17] Luan Tran, Hien To, Liyue Fan, Cyrus Shahabi. A Real-Time Framework for Task Assignment in Hyperlocal Spatial Crowdsourcing. ACM Transactions on Intelligent Systems and Technology (TIST), 2017. To appear.

[YFS16] Mingxuan Yue, Liyue Fan, Cyrus Shahabi. Inferring Traffic Incident Start Time with Loop Sensor Data (demo paper). Proceedings of the 25th ACM International on Conference on Information and Knowledge Management (CIKM), 2016. Best Demo Award. Link

[TFS16] Luan Tran, Liyue Fan, and Cyrus Shahabi. Distance-based Outlier Detection In Data Streams. Proceedings of the 42nd International Conference on Very Large Data Bases (VLDB), 2016. Link

[TGF+16] Hien To, Gabriel Ghinita, Liyue Fan, and Cyrus Shahabi. Differentially Private Location Protection for Worker Datasets in Spatial Crowdsourcing. IEEE Transactions on Mobile Computing, 2016.Link

[TFT+16] Hien To, Liyue Fan, Luan Tran, and Cyrus Shahabi. Real-Time Task Assignment in Hyper-Local Spatial Crowdsourcing under Budget Constraints. Proceedings of the 2016 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2016. Link

[BFJ16] Luca Bonomi, Liyue Fan, and Hongxia Jin. An Information Theoretic Approach to Individual Sequential Data Sanitization. Proceedings of the Ninth ACM International Conference on Web Search and Data Mining (WSDM), 2016. Link

[SFN+15] Cyrus Shahabi, Liyue Fan, Luciano Nocera, Li Xiong, and Ming Li. Privacy-Preserving Inference of Social Relationships from Location Data: A Vision Paper. Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems (GIS), 2015. Blue Sky Ideas Award Third Prize. CCC Blog post Link

[TFS15] Hien To, Liyue Fan, and Cyrus Shahabi. Differentially Private H-Tree. Proceedings of the 2nd Workshop on Privacy in Geographic Information Collection and Analysis (GeoPrivacy), 2015. Link

[NFS15] Minh Nguyen, Liyue Fan, and Cyrus Shahabi. Activity Recognition using Wrist-Worn Sensors for Human Performance Evaluation. IEEE International Conference on Data Mining Workshop (ICDMW) - BioDM, 2015. Link

[FJ15] Liyue Fan and Hongxia Jin. A Practical Framework for Privacy-Preserving Data Analytics. Proceedings of the 23rd International World Wide Web Conference (WWW), 2015. Link

[FBX+14] Liyue Fan, Luca Bonomi, Li Xiong, and Vaidy Sunderam. Monitoring Web Browsing Behaviors with Differential Privacy. Proceedings of the 23rd International World Wide Web Conference (WWW), 2014. Link

[FX14] Liyue Fan and Li Xiong. An Adaptive Approach to Real-Time Aggregate Monitoring with Differential Privacy. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2014. Link

[XXF+14] Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka, and Haoran Li. DPCube: Differentially Private Histogram Release through Multidimensional Partitioning. In Transactions on Data Privacy (TDP), 2014. Link

[FX13] Liyue Fan and Li Xiong. Differentially Private Anomaly Detection with a Case Study on Epidemic Outbreak Detection. IEEE 13rd International Conference on Data Mining Workshops (ICDMW), 2013. Link

[FXS13a] Liyue Fan, Li Xiong, and Vaidy Sunderam. Differentially Private Multi-Dimensional Time Series Release for Traffic Monitoring. Proceedings of the 27th Annual IFIP WG 11.3 Conference (DBSec), 2013. Link Best Student Paper.

[FXS13b] Liyue Fan, Li Xiong, and Vaidy Sunderam. FAST: Differentially Private Real-Time Aggregate Monitor with Filtering and Adaptive Sampling. Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data (SIGMOD), demo track, 2013. Link

[XSF+13] Li Xiong, Vaidy Sunderam, Liyue Fan, Slawomir Goryczka, and Layla Pournajaf. PREDICT: Privacy and Security Enhancing Dynamic Information Collection and Monitoring. Procedia Computer Science, Volume 18, 2013. Link

[FX12] Liyue Fan and Li Xiong. Real-Time Aggregate Monitoring with Differential Privacy. Proceedings of the 21st ACM international conference on Information and knowledge management (CIKM), 2012. Link

Book:

[BFX15] Luca Bonomi, Liyue Fan, and Li Xiong. A Review of Privacy Preserving Mechanisms for Record Linkage. In Medical Data Privacy Handbook, Springer, 2015. Link

Posters and Tutorials:

[FDS15] Liyue Fan, Ugur Demiryurek, Cyrus Shahab. Discovering Causality in Traffic Sensor Readings for Road Accidents Impact Prediction. In the 56th Annual Transportation Research Forum (TRF), 2015. Abstract

[Fan11] Liyue Fan. Privacy-Preserving Record Linkage. In the 2011 CRA-W Graduate Cohort Workshop, 2011.

[Fan10] Liyue Fan. Record Linkage and FRIL Tutorial. In the International Public Health Learning Collaborative on Hemoglobinopathies, 2010. Link