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2020 – today

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2024
[c42]
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Liyue Fan, Ashley Bang, Luca Bonomi:
Evaluating Generative Models in Medical Imaging. ICHI 2024: 553-555
2023
[c41]
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Luca Bonomi, Marilyn Lionts, Liyue Fan:
Private Continuous Survival Analysis with Distributed Multi-Site Data. IEEE Big Data 2023: 5444-5453
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Luca Bonomi, Sepand Gousheh, Liyue Fan:
Enabling Health Data Sharing with Fine-Grained Privacy. CIKM 2023: 131-141
[c39]
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Liyue Fan, Luca Bonomi:
Hide Your Distance: Privacy Risks and Protection in Spatial Accessibility Analysis. SIGSPATIAL/GIS 2023: 106:1-106:11
[c38]
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Liyue Fan, Luca Bonomi:
Mitigating Membership Inference in Deep Survival Analyses with Differential Privacy. ICHI 2023: 81-90
[c37]
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Muhammad Usama Saleem, Liyue Fan:
Private Data Synthesis from Decentralized Non-IID Data. IJCNN 2023: 1-10
2022
[j8]
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Luca Bonomi, Zeyun Wu, Liyue Fan:
Sharing personal ECG time-series data privately. J. Am. Medical Informatics Assoc. 29(7): 1152-1160 (2022)
[c36]
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Liyue Fan, Luca Bonomi:
Training Deep Learning Models Privately in Survival Studies. AMIA 2022
[c35]
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Muhammad Usama Saleem, Dominick Reilly, Liyue Fan:
DP-Shield: Face Obfuscation with Differential Privacy. EDBT 2022: 2:578-2:581
[c34]
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Liyue Fan, Julius Marinak, Ashley Bang:
Co-location and air pollution exposure: case studies on the usefulness of location privacy. LocalRec@SIGSPATIAL 2022: 6:1-6:6
[c33]
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Luca Bonomi, Liyue Fan:
Sharing Time-to-Event Data with Privacy Protection. ICHI 2022: 11-20
[c32]
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  - conf/ijcnn/ParnamiUFL22
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Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee:
Privacy Enhancement for Cloud-Based Few-Shot Learning. IJCNN 2022: 1-10
[c31]
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Liyue Fan:
Privacy Challenges and Solutions for Image Data Sharing. TPS-ISA 2022: 55-57
[i4]
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  - journals/corr/abs-2205-07864
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Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee:
Privacy Enhancement for Cloud-Based Few-Shot Learning. CoRR abs/2205.07864 (2022)
2021
[j7]
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Luca Bonomi, Liyue Fan, Xiaoqian Jiang:
Noise-tolerant similarity search in temporal medical data. J. Biomed. Informatics 113: 103667 (2021)
[c30]
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Liyue Fan, Zeyun Wu, Luca Bonomi:
Collecting and Sharing ECG Data with Privacy Protection. AMIA 2021
[c29]
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Luan V. Tran, Liyue Fan, Cyrus Shahabi:
Clustering Mixed-Type Data with Correlation-Preserving Embedding. DASFAA (2) 2021: 342-358
[c28]
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Liyue Fan, Akarsh Pokkunuru:
DPNeT: Differentially Private Network Traffic Synthesis with Generative Adversarial Networks. DBSec 2021: 3-21
[c27]
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Liyue Fan, Ishan Gote:
A Closer Look: Evaluating Location Privacy Empirically. SIGSPATIAL/GIS 2021: 488-499
[c26]
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Huiping Chen, Changyu Dong, Liyue Fan, Grigorios Loukides, Solon P. Pissis, Leen Stougie:
Differentially Private String Sanitization for Frequency-Based Mining Tasks. ICDM 2021: 41-50
[c25]
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  - conf/tpsisa/ReillyF21
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Dominick Reilly, Liyue Fan:
A Comparative Evaluation of Differentially Private Image Obfuscation. TPS-ISA 2021: 80-89
2020
[c24]
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Liyue Fan, Sriram Yechan Gunja:
Geopriv4j: an open source repository for practical location privacy. GeoRich@SIGMOD 2020: 2:1-2:6

2010 – 2019

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2019
[c23]
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Liyue Fan:
A Demonstration of Image Obfuscation with Provable Privacy. ICME Workshops 2019: 608
[c22]
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Liyue Fan:
Practical Image Obfuscation with Provable Privacy. ICME 2019: 784-789
[c21]
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  - conf/soict/TranFS19
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Luan V. Tran, Liyue Fan, Cyrus Shahabi:
Fast Distance-based Outlier Detection in Data Streams based on Micro-clusters. SoICT 2019: 162-169
[c20]
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Luan V. Tran, Liyue Fan, Cyrus Shahabi:
Outlier Detection in Non-stationary Data Streams. SSDBM 2019: 25-36
2018
[j6]
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  - journals/geoinformatica/FanBSX18
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Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong:
Optimal group route query: Finding itinerary for group of users in spatial databases. GeoInformatica 22(4): 845-867 (2018)
[j5]
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Luan V. 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): 37:1-37:26 (2018)
[c19]
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Liyue Fan, Luca Bonomi:
Differentially Private Sanitization of ECG Time Series. AMIA 2018
[c18]
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  - conf/bigdata/FanB18
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Liyue Fan, Luca Bonomi:
Time Series Sanitization with Metric-Based Privacy. BigData Congress 2018: 264-267
[c17]
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Liyue Fan:
Image Pixelization with Differential Privacy. DBSec 2018: 148-162
[c16]
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Mingxuan Yue, Liyue Fan, Cyrus Shahabi:
Traffic Accident Detection with Spatiotemporal Impact Measurement. PAKDD (2) 2018: 471-482
[p2]
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Li Xiong, Vaidy S. Sunderam, Liyue Fan, Slawomir Goryczka, Layla Pournajaf:
Privacy and Security Issues in DDDAS Systems. Handbook of Dynamic Data Driven Applications Systems 2018: 615-630
2017
[j4]
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Hien To, Gabriel Ghinita, Liyue Fan, Cyrus Shahabi:
Differentially Private Location Protection for Worker Datasets in Spatial Crowdsourcing. IEEE Trans. Mob. Comput. 16(4): 934-949 (2017)
[c15]
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Liyue Fan:
Temporal Signature for Location Similarity. LocalRec@SIGSPATIAL 2017: 3:1-3:4
[c14]
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  - conf/ssd/FanBS017
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Liyue Fan, Luca Bonomi, Cyrus Shahabi, Li Xiong:
Multi-user Itinerary Planning for Optimal Group Preference. SSTD 2017: 3-23
[i3]
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Luan V. Tran, Hien To, Liyue Fan, Cyrus Shahabi:
A Real-Time Framework for Task Assignment in Hyperlocal Spatial Crowdsourcing. CoRR abs/1704.06868 (2017)
2016
[j3]
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Luan V. Tran, Liyue Fan, Cyrus Shahabi:
Distance-based Outlier Detection in Data Streams. Proc. VLDB Endow. 9(12): 1089-1100 (2016)
[c13]
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  - conf/cikm/YueFS16
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Mingxuan Yue, Liyue Fan, Cyrus Shahabi:
Inferring Traffic Incident Start Time with Loop Sensor Data. CIKM 2016: 2481-2484
[c12]
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  - conf/percom/ToFTS16
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Hien To, Liyue Fan, Luan V. Tran, Cyrus Shahabi:
Real-time task assignment in hyperlocal spatial crowdsourcing under budget constraints. PerCom 2016: 1-8
[c11]
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  - conf/wsdm/BonomiFJ16
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Luca Bonomi, Liyue Fan, Hongxia Jin:
An Information-Theoretic Approach to Individual Sequential Data Sanitization. WSDM 2016: 337-346
2015
[c10]
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Hien To, Liyue Fan, Cyrus Shahabi:
Differentially Private H-Tree. GeoPrivacy@SIGSPATIAL 2015: 3:1-3:8
[c9]
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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: 9:1-9:4
[c8]
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Minh Nguyen, Liyue Fan, Cyrus Shahabi:
Activity Recognition Using Wrist-Worn Sensors for Human Performance Evaluation. ICDM Workshops 2015: 164-169
[c7]
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Liyue Fan, Hongxia Jin:
A Practical Framework for Privacy-Preserving Data Analytics. WWW 2015: 311-321
[p1]
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Luca Bonomi, Liyue Fan, Li Xiong:
A Review of Privacy Preserving Mechanisms for Record Linkage. Medical Data Privacy Handbook 2015: 233-265
2014
[j2]
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Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka, Haoran Li:
DPCube: Differentially Private Histogram Release through Multidimensional Partitioning. Trans. Data Priv. 7(3): 195-222 (2014)
[j1]
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Liyue Fan, Li Xiong:
An Adaptive Approach to Real-Time Aggregate Monitoring With Differential Privacy. IEEE Trans. Knowl. Data Eng. 26(9): 2094-2106 (2014)
[c6]
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Liyue Fan, Luca Bonomi, Li Xiong, Vaidy S. Sunderam:
Monitoring web browsing behavior with differential privacy. WWW 2014: 177-188
2013
[c5]
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Liyue Fan, Li Xiong, Vaidy S. Sunderam:
Differentially Private Multi-dimensional Time Series Release for Traffic Monitoring. DBSec 2013: 33-48
[c4]
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Li Xiong, Vaidy S. Sunderam, Liyue Fan, Slawomir Goryczka, Layla Pournajaf:
Predict: Privacy and Security Enhancing Dynamic Information Collection and Monitoring. ICCS 2013: 1979-1988
[c3]
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Liyue Fan, Li Xiong:
Differentially Private Anomaly Detection with a Case Study on Epidemic Outbreak Detection. ICDM Workshops 2013: 833-840
[c2]
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Liyue Fan, Li Xiong, Vaidy S. Sunderam:
FAST: differentially private real-time aggregate monitor with filtering and adaptive sampling. SIGMOD Conference 2013: 1065-1068
2012
[c1]
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Liyue Fan, Li Xiong:
Real-time aggregate monitoring with differential privacy. CIKM 2012: 2169-2173
[i2]
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  - journals/corr/abs-1202-3461
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Liyue Fan, Li Xiong:
Adaptively Sharing Time-Series with Differential Privacy. CoRR abs/1202.3461 (2012)
[i1]
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  - journals/corr/abs-1202-5358
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Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka:
DPCube: Differentially Private Histogram Release through Multidimensional Partitioning. CoRR abs/1202.5358 (2012)

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