For a complete list of publications, see my Google Scholar profile.
Peer-Reviewed Conference and Journal Publications:
[PSF+22] Archit Parnami, Muhammad Usama Saleem, Liyue Fan, and Minwoo Lee. 2022. Privacy Enhancement for Cloud-Based Few-Shot Learning. Proceedings of the 2022 International Joint Conference on Neural Networks (IJCNN). Preprint
[BWF22] Luca Bonomi, Zeyun Wu, and Liyue Fan. 2022. Sharing personal ECG time-series data privately. Journal of the American Medical Informatics Association (JAMIA). Link
[SRF22] Muhammad Usama Saleem, Dominick Reilly, and Liyue Fan. 2022. DP-Shield: Face Obfuscation with Differential Privacy. Proceedings of the 25th International Conference on Extending Database Technology (EDBT Demo Track). Link, presentation
[RF21] Dominick Reilly and Liyue Fan. 2021. A Comparative Evaluation of Differentially Private Image Obfuscation. Proceedings of the 3rd IEEE International Conference on Trust, Privacy and Security in Intelligent Systems, and Applications (IEEE TPS 2021). Link, presentation
[HPF+21] Huiping Chen, Changyu Dong, Liyue Fan, Grigorios Loukides, Solon Pissis, and Leen Stougie. 2021. Differentially Private String Sanitization for Frequency-Based Mining Tasks. In the 21st IEEE International Conference on Data Mining (ICDM'21). Link
[FG21] Liyue Fan and Ishan Gote. 2021. A Closer Look: Evaluating Location Privacy Empirically. Proceedings of the 29th International Conference on Advances in Geographic Information Systems (SIGSPATIAL'21). Link, presentation
[FP21] Liyue Fan and Akarsh Pokkunuru. 2021. DPNeT: Differentially Private Network Traffic Synthesis with Generative Adversarial Networks. Proceedings of the 35th Annual IFIP WG 11.3 Conference on Data and Applications Security and Privacy (DBSec), 2021. Link, presentation
[TFS21] Luan Tran, Liyue Fan, and Cyrus Shahabi. 2021. Clustering Mixed-Type Data with Correlation-Preserving Embedding. In the 26th International Conference on Database Systems for Advanced Applications (DASFAA'21). Link
[BFJ21] Luca Bonomi, Liyue Fan, and Xiaoqian Jiang. 2020. Noise-tolerant similarity search in temporal medical data. Journal of Biomedical Informatics, 113, p.103667. Link
[FG20] Liyue Fan and Sriram Gunja. 2020. Geopriv4j: An Open Source Repository for Location Privacy. In Sixth International ACM SIGMOD Workshop on Managing and Mining Enriched Geo-Spatial Data (GeoRich’20). Link, code, presentation
[Fan20] Liyue Fan. A Survey of Differentially Private Generative Adversarial Networks. In Proceedings of the 2020 AAAI Workshop on Privacy-Preserving Artificial Intelligence, 2020. Paper, bibtex
[TFS19b] Luan Tran, Liyue Fan, and Cyrus Shahabi. 2019. Fast Distance-based Outlier Detection in Data Streams based on Micro-clusters. In Proceedings of the Tenth International Symposium on Information and Communication Technology (SoICT 2019). Link
[TFS19a] Luan Tran, Liyue Fan, and Cyrus Shahabi. 2019. Outlier Detection in Non-stationary Data Streams. In Proceedings of the 31st International Conference on Scientific and Statistical Database Management (SSDBM '19). Link
[Fan19] Liyue Fan. Practical Image Obfuscation with Provable Privacy. In Proceedings of the 2019 IEEE International Conference on Multimedia and Expo (ICME), 2019. Link
[FBS+18] Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong. Optimal group route query: Finding itinerary for group of users in spatial databases. Geoinformatica, 2018. Link
[Fan18] Liyue Fan. Image Pixelization with Differential Privacy. Proceedings of the 32nd Annual IFIP WG 11.3 Conference on Data and Applications Security and Privacy (DBSec), 2018. Link
[FB18] Liyue Fan and Luca Bonomi. Time Series Sanitization with Metric-Based Privacy. Proceedings of the 2018 IEEE International Congress on Big Data (BigData Congress), 2018. Link
[YFS18] Mingxuan Yue, Liyue Fan, Cyrus Shahabi. Traffic Accident Detection with Spatiotemporal Impact Measurement. Proceedings of the 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2018. Link
[TTL+18] 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). 9, 3, Article 37 (2018). Link
[Fan17] Liyue Fan. Temporal Signature for Location Similarity. Proceedings of the 1st ACM SIGSPATIAL Workshop on Recommendations for Location-based Services and Social Networks (LocalRec'17), 2017. Link
[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
[TGF+17] Hien To, Gabriel Ghinita, Liyue Fan, and Cyrus Shahabi. Differentially Private Location Protection for Worker Datasets in Spatial Crowdsourcing. IEEE Transactions on Mobile Computing (TMC), vol. 16, no. 4, pp. 934-949, April 1 2017. Link
[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
[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
Presentations, Posters, and Tutorials:
[HBS+21] Hanson, M., Baranik, L. E., Smith, R. W., Fan, L. (2021). Development of the refugee job search stressor scale. Academy of Management (AOM), upcoming virtual meeting.
[BFS20] Baranik, L. E., Fan, L., & Smith, R. W. (2020). Developing privacy technology to responsibly collect smartphone data among refugees. Academy of Management (AOM), Vancouver, Canada.
[Fan19b] Liyue Fan. Differential Privacy for Image Publication. In TPDP workshop @ CCS, 2019. Paper
[Fan19a] Liyue Fan. Image Obfuscation with Quantifiable Privacy. In CV-COPS workshop @ CVPR, 2019. Paper
[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
Book Chapters:
[XSF+18] Li Xiong, Vaidy Sunderam, Liyue Fan, Slawomir Goryczka, and Layla Pournajaf. Privacy and Security Issues in DDDAS Systems. In Handbook of Dynamic Data Driven Applications Systems, pp. 615-630. Springer, Cham, 2018. Link
[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