Liyue Fan

Publication Activity (10 Years)

Years Active: 2012-2023
Publications (10 Years): 43

Top Topics

Budget Constraints

Outlier Detection

Differential Privacy

Differentially Private

Top Venues

LocalRec@SIGSPATIAL

Publications

Liyue Fan, Luca Bonomi
Hide Your Distance: Privacy Risks and Protection in Spatial Accessibility Analysis. SIGSPATIAL/GIS (2023)
Luca Bonomi, Sepand Gousheh, Liyue Fan
Enabling Health Data Sharing with Fine-Grained Privacy. CIKM (2023)
Liyue Fan, Luca Bonomi
Mitigating Membership Inference in Deep Survival Analyses with Differential Privacy. ICHI (2023)
Muhammad Usama Saleem, Liyue Fan
Private Data Synthesis from Decentralized Non-IID Data. IJCNN (2023)
Luca Bonomi, Marilyn Lionts, Liyue Fan
Private Continuous Survival Analysis with Distributed Multi-Site Data. BigData (2023)
Luca Bonomi, Liyue Fan
Sharing Time-to-Event Data with Privacy Protection. ICHI (2022)
Liyue Fan, Luca Bonomi
Training Deep Learning Models Privately in Survival Studies. AMIA (2022)
Muhammad Usama Saleem, Dominick Reilly, Liyue Fan
DP-Shield: Face Obfuscation with Differential Privacy. EDBT (2022)
Luca Bonomi, Zeyun Wu, Liyue Fan
Sharing personal ECG time-series data privately. J. Am. Medical Informatics Assoc. 29 (7) (2022)
Liyue Fan, Julius Marinak, Ashley Bang
Co-location and air pollution exposure: case studies on the usefulness of location privacy. LocalRec@SIGSPATIAL (2022)
Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee
Privacy Enhancement for Cloud-Based Few-Shot Learning. IJCNN (2022)
Liyue Fan
Privacy Challenges and Solutions for Image Data Sharing. TPS-ISA (2022)
Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee
Privacy Enhancement for Cloud-Based Few-Shot Learning. CoRR (2022)
Liyue Fan, Akarsh Pokkunuru
DPNeT: Differentially Private Network Traffic Synthesis with Generative Adversarial Networks. DBSec (2021)
Liyue Fan, Ishan Gote
A Closer Look: Evaluating Location Privacy Empirically. SIGSPATIAL/GIS (2021)
Dominick Reilly, Liyue Fan
A Comparative Evaluation of Differentially Private Image Obfuscation. TPS-ISA (2021)
Luca Bonomi, Liyue Fan, Xiaoqian Jiang
Noise-tolerant similarity search in temporal medical data. J. Biomed. Informatics 113 (2021)
Luan Tran, Liyue Fan, Cyrus Shahabi
Clustering Mixed-Type Data with Correlation-Preserving Embedding. DASFAA (2) (2021)
Huiping Chen, Changyu Dong, Liyue Fan, Grigorios Loukides, Solon P. Pissis, Leen Stougie
Differentially Private String Sanitization for Frequency-Based Mining Tasks. ICDM (2021)
Liyue Fan, Zeyun Wu, Luca Bonomi
Collecting and Sharing ECG Data with Privacy Protection. AMIA (2021)
Liyue Fan, Sriram Yechan Gunja
Geopriv4j: an open source repository for practical location privacy. GeoRich@SIGMOD (2020)
Luan Tran, Liyue Fan, Cyrus Shahabi
Fast Distance-based Outlier Detection in Data Streams based on Micro-clusters. SoICT (2019)
Liyue Fan
A Demonstration of Image Obfuscation with Provable Privacy. ICME Workshops (2019)
Luan Tran, Liyue Fan, Cyrus Shahabi
Outlier Detection in Non-stationary Data Streams. SSDBM (2019)
Liyue Fan
Practical Image Obfuscation with Provable Privacy. ICME (2019)
Mingxuan Yue, Liyue Fan, Cyrus Shahabi
Traffic Accident Detection with Spatiotemporal Impact Measurement. PAKDD (2) (2018)
Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong
Optimal group route query: Finding itinerary for group of users in spatial databases. GeoInformatica 22 (4) (2018)
Liyue Fan
Image Pixelization with Differential Privacy. DBSec (2018)
Luan Tran, Hien To, Liyue Fan, Cyrus Shahabi
A Real-Time Framework for Task Assignment in Hyperlocal Spatial Crowdsourcing. ACM Trans. Intell. Syst. Technol. 9 (3) (2018)
Liyue Fan, Luca Bonomi
Differentially Private Sanitization of ECG Time Series. AMIA (2018)
Liyue Fan, Luca Bonomi
Time Series Sanitization with Metric-Based Privacy. BigData Congress (2018)
Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong
Multi-user Itinerary Planning for Optimal Group Preference. SSTD (2017)
Hien To, Gabriel Ghinita, Liyue Fan, Cyrus Shahabi
Differentially Private Location Protection for Worker Datasets in Spatial Crowdsourcing. IEEE Trans. Mob. Comput. 16 (4) (2017)
Liyue Fan
Temporal Signature for Location Similarity. LocalRec@SIGSPATIAL (2017)
Luan Tran, Hien To, Liyue Fan, Cyrus Shahabi
A Real-Time Framework for Task Assignment in Hyperlocal Spatial Crowdsourcing. CoRR (2017)
Luca Bonomi, Liyue Fan, Hongxia Jin
An Information-Theoretic Approach to Individual Sequential Data Sanitization. WSDM (2016)
Luan Tran, Liyue Fan, Cyrus Shahabi
Distance-based Outlier Detection in Data Streams. Proc. VLDB Endow. 9 (12) (2016)
Mingxuan Yue, Liyue Fan, Cyrus Shahabi
Inferring Traffic Incident Start Time with Loop Sensor Data. CIKM (2016)
Hien To, Liyue Fan, Luan Tran, Cyrus Shahabi
Real-time task assignment in hyperlocal spatial crowdsourcing under budget constraints. PerCom (2016)
Liyue Fan, Hongxia Jin
A Practical Framework for Privacy-Preserving Data Analytics. WWW (2015)
Minh Nguyen, Liyue Fan, Cyrus Shahabi
Activity Recognition Using Wrist-Worn Sensors for Human Performance Evaluation. ICDM Workshops (2015)
Cyrus Shahabi, Liyue Fan, Luciano Nocera, Li Xiong, Ming Li
Privacy-preserving inference of social relationships from location data: a vision paper. SIGSPATIAL/GIS (2015)
Hien To, Liyue Fan, Cyrus Shahabi
Differentially Private H-Tree. GeoPrivacy@SIGSPATIAL (2015)
Liyue Fan, Li Xiong
An Adaptive Approach to Real-Time Aggregate Monitoring With Differential Privacy. IEEE Trans. Knowl. Data Eng. 26 (9) (2014)
Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka, Haoran Li
DPCube: Differentially Private Histogram Release through Multidimensional Partitioning. Trans. Data Priv. 7 (3) (2014)
Liyue Fan, Luca Bonomi, Li Xiong, Vaidy S. Sunderam
Monitoring web browsing behavior with differential privacy. WWW (2014)
Liyue Fan, Li Xiong, Vaidy S. Sunderam
FAST: differentially private real-time aggregate monitor with filtering and adaptive sampling. SIGMOD Conference (2013)
Liyue Fan, Li Xiong, Vaidy S. Sunderam
Differentially Private Multi-dimensional Time Series Release for Traffic Monitoring. DBSec (2013)
Liyue Fan, Li Xiong
Differentially Private Anomaly Detection with a Case Study on Epidemic Outbreak Detection. ICDM Workshops (2013)
Li Xiong, Vaidy S. Sunderam, Liyue Fan, Slawomir Goryczka, Layla Pournajaf
Predict: Privacy and Security Enhancing Dynamic Information Collection and Monitoring. ICCS (2013)
Liyue Fan, Li Xiong
Adaptively Sharing Time-Series with Differential Privacy CoRR (2012)
Liyue Fan, Li Xiong
Real-time aggregate monitoring with differential privacy. CIKM (2012)
Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka
DPCube: Differentially Private Histogram Release through Multidimensional Partitioning CoRR (2012)