Real-time aggregate monitoring with differential privacy. - Liyue Fan; Li Xiong 001 (CIKM, 2012)

Adaptively Sharing Time-Series with Differential Privacy - Liyue Fan; Li Xiong 001 (CoRR, 2012)

DPCube: Differentially Private Histogram Release through Multidimensional Partitioning - Yonghui Xiao; Li Xiong 001; Liyue Fan; Slawomir Goryczka (CoRR, 2012)

Differentially Private Multi-dimensional Time Series Release for Traffic Monitoring. - Liyue Fan; Li Xiong 001; Vaidy S. Sunderam (DBSec, 2013)

Predict: Privacy and Security Enhancing Dynamic Information Collection and Monitoring. - Li Xiong 001; Vaidy S. Sunderam; Liyue Fan; Slawomir Goryczka; Layla Pournajaf (ICCS, 2013)

Differentially Private Anomaly Detection with a Case Study on Epidemic Outbreak Detection. - Liyue Fan; Li Xiong 001 (ICDM Workshops, 2013)

FAST: differentially private real-time aggregate monitor with filtering and adaptive sampling. - Liyue Fan; Li Xiong 001; Vaidy S. Sunderam (SIGMOD Conference, 2013)

Monitoring web browsing behavior with differential privacy. - Liyue Fan; Luca Bonomi; Li Xiong 001; Vaidy S. Sunderam (WWW, 2014)

DPCube: Differentially Private Histogram Release through Multidimensional Partitioning. - Yonghui Xiao; Li Xiong 001; Liyue Fan; Slawomir Goryczka; Haoran Li (Trans. Data Priv., 2014)

An Adaptive Approach to Real-Time Aggregate Monitoring With Differential Privacy. - Liyue Fan; Li Xiong 001 (IEEE Trans. Knowl. Data Eng., 2014)

A Review of Privacy Preserving Mechanisms for Record Linkage. - Luca Bonomi; Liyue Fan; Li Xiong 001 (Medical Data Privacy Handbook, 2015)

Privacy-preserving inference of social relationships from location data: a vision paper. - Cyrus Shahabi; Liyue Fan; Luciano Nocera; Li Xiong 001; Ming Li 003 (SIGSPATIAL/GIS, 2015)

Differentially Private H-Tree. - Hien To; Liyue Fan; Cyrus Shahabi (GeoPrivacy@SIGSPATIAL, 2015)

Activity Recognition Using Wrist-Worn Sensors for Human Performance Evaluation. - Minh Nguyen; Liyue Fan; Cyrus Shahabi (ICDM Workshops, 2015)

A Practical Framework for Privacy-Preserving Data Analytics. - Liyue Fan; Hongxia Jin (WWW, 2015)

Inferring Traffic Incident Start Time with Loop Sensor Data. - Mingxuan Yue; Liyue Fan; Cyrus Shahabi (CIKM, 2016)

Real-time task assignment in hyperlocal spatial crowdsourcing under budget constraints. - Hien To; Liyue Fan; Luan V. Tran; Cyrus Shahabi (PerCom, 2016)

An Information-Theoretic Approach to Individual Sequential Data Sanitization. - Luca Bonomi; Liyue Fan; Hongxia Jin (WSDM, 2016)

Distance-based Outlier Detection in Data Streams. - Luan V. Tran; Liyue Fan; Cyrus Shahabi (Proc. VLDB Endow., 2016)

Temporal Signature for Location Similarity. - Liyue Fan (LocalRec@SIGSPATIAL, 2017)

Multi-user Itinerary Planning for Optimal Group Preference. - Liyue Fan; Luca Bonomi; Cyrus Shahabi; Li Xiong 001 (SSTD, 2017)

Differentially Private Location Protection for Worker Datasets in Spatial Crowdsourcing. - Hien To; Gabriel Ghinita; Liyue Fan; Cyrus Shahabi (IEEE Trans. Mob. Comput., 2017)

Differentially Private Sanitization of ECG Time Series. - Liyue Fan; Luca Bonomi (AMIA, 2018)

Time Series Sanitization with Metric-Based Privacy. - Liyue Fan; Luca Bonomi (BigData Congress, 2018)

Image Pixelization with Differential Privacy. - Liyue Fan (DBSec, 2018)

Traffic Accident Detection with Spatiotemporal Impact Measurement. - Mingxuan Yue; Liyue Fan; Cyrus Shahabi (PAKDD (2), 2018)

Optimal group route query: Finding itinerary for group of users in spatial databases. - Liyue Fan; Luca Bonomi; Cyrus Shahabi; Li Xiong 001 (GeoInformatica, 2018)

A Real-Time Framework for Task Assignment in Hyperlocal Spatial Crowdsourcing. - Luan V. Tran; Hien To; Liyue Fan; Cyrus Shahabi (ACM Trans. Intell. Syst. Technol., 2018)

Privacy and Security Issues in DDDAS Systems. - Li Xiong 001; Vaidy S. Sunderam; Liyue Fan; Slawomir Goryczka; Layla Pournajaf (Handbook of Dynamic Data Driven Applications Systems, 2018)

Practical Image Obfuscation with Provable Privacy. - Liyue Fan (ICME, 2019)

A Demonstration of Image Obfuscation with Provable Privacy. - Liyue Fan (ICME Workshops, 2019)

Fast Distance-based Outlier Detection in Data Streams based on Micro-clusters. - Luan V. Tran; Liyue Fan; Cyrus Shahabi (SoICT, 2019)

Outlier Detection in Non-stationary Data Streams. - Luan V. Tran; Liyue Fan; Cyrus Shahabi (SSDBM, 2019)

Geopriv4j: an open source repository for practical location privacy. - Liyue Fan; Sriram Yechan Gunja (GeoRich@SIGMOD, 2020)

Collecting and Sharing ECG Data with Privacy Protection. - Liyue Fan; Zeyun Wu; Luca Bonomi (AMIA, 2021)

Clustering Mixed-Type Data with Correlation-Preserving Embedding. - Luan V. Tran; Liyue Fan; Cyrus Shahabi (DASFAA (2), 2021)

DPNeT: Differentially Private Network Traffic Synthesis with Generative Adversarial Networks. - Liyue Fan; Akarsh Pokkunuru (DBSec, 2021)

A Closer Look: Evaluating Location Privacy Empirically. - Liyue Fan; Ishan Gote (SIGSPATIAL/GIS, 2021)

Differentially Private String Sanitization for Frequency-Based Mining Tasks. - Huiping Chen; Changyu Dong; Liyue Fan; Grigorios Loukides; Solon P. Pissis; Leen Stougie (ICDM, 2021)

A Comparative Evaluation of Differentially Private Image Obfuscation. - Dominick Reilly; Liyue Fan (TPS-ISA, 2021)

Noise-tolerant similarity search in temporal medical data. - Luca Bonomi; Liyue Fan; Xiaoqian Jiang (J. Biomed. Informatics, 2021)

Training Deep Learning Models Privately in Survival Studies. - Liyue Fan; Luca Bonomi (AMIA, 2022)

DP-Shield: Face Obfuscation with Differential Privacy. - Muhammad Usama Saleem; Dominick Reilly; Liyue Fan (EDBT, 2022)

Co-location and air pollution exposure: case studies on the usefulness of location privacy. - Liyue Fan; Julius Marinak; Ashley Bang (LocalRec@SIGSPATIAL, 2022)

Sharing Time-to-Event Data with Privacy Protection. - Luca Bonomi; Liyue Fan (ICHI, 2022)

Privacy Enhancement for Cloud-Based Few-Shot Learning. - Archit Parnami; Muhammad Usama; Liyue Fan; Minwoo Lee 001 (IJCNN, 2022)

Privacy Challenges and Solutions for Image Data Sharing. - Liyue Fan (TPS-ISA, 2022)

Sharing personal ECG time-series data privately. - Luca Bonomi; Zeyun Wu; Liyue Fan (J. Am. Medical Informatics Assoc., 2022)

Private Continuous Survival Analysis with Distributed Multi-Site Data. - Luca Bonomi; Marilyn Lionts; Liyue Fan (IEEE Big Data, 2023)

Enabling Health Data Sharing with Fine-Grained Privacy. - Luca Bonomi; Sepand Gousheh; Liyue Fan (CIKM, 2023)

Hide Your Distance: Privacy Risks and Protection in Spatial Accessibility Analysis. - Liyue Fan; Luca Bonomi (SIGSPATIAL/GIS, 2023)

Mitigating Membership Inference in Deep Survival Analyses with Differential Privacy. - Liyue Fan; Luca Bonomi (ICHI, 2023)

Private Data Synthesis from Decentralized Non-IID Data. - Muhammad Usama Saleem; Liyue Fan (IJCNN, 2023)

Evaluating Generative Models in Medical Imaging. - Liyue Fan; Ashley Bang; Luca Bonomi (ICHI, 2024)