no code implementations • 5 Jul 2023 • Yuzheng Hu, Fan Wu, Qinbin Li, Yunhui Long, Gonzalo Munilla Garrido, Chang Ge, Bolin Ding, David Forsyth, Bo Li, Dawn Song
As the prevalence of data analysis grows, safeguarding data privacy has become a paramount concern.
1 code implementation • 31 Dec 2020 • Chang Ge, Shubhankar Mohapatra, Xi He, Ihab F. Ilyas
Existing differentially private data synthesis methods aim to generate useful data based on applications, but they fail in keeping one of the most fundamental data properties of the structured data -- the underlying correlations and dependencies among tuples and attributes (i. e., the structure of the data).
Databases Cryptography and Security
no code implementations • Findings of the Association for Computational Linguistics 2020 • Sara Evensen, Chang Ge, Cagatay Demiralp
Data programming aims to reduce the cost of curating training data by encoding domain knowledge as labeling functions over source data.
1 code implementation • 3 Sep 2020 • Sara Evensen, Chang Ge, Dongjin Choi, Çağatay Demiralp
We operationalize our framework with Ruler, an interactive system that synthesizes labeling rules for document classification by using span-level annotations of users on document examples.
2 code implementations • 31 Jul 2019 • Xiang Zhang, Xiaocong Chen, Manqing Dong, Huan Liu, Chang Ge, Lina Yao
In light of this, we propose a novel multi-task generative adversarial network to convert the individual's EEG signals evoked by geometrical shapes to the original geometry.
1 code implementation • 31 Jul 2019 • Xiang Zhang, Xiaocong Chen, Lina Yao, Chang Ge, Manqing Dong
Deep learning algorithms have achieved excellent performance lately in a wide range of fields (e. g., computer version).
1 code implementation • 29 Dec 2017 • Chang Ge, Xi He, Ihab F. Ilyas, Ashwin Machanavajjhala
Organizations are increasingly interested in allowing external data scientists to explore their sensitive datasets.
Databases