Discriminant-component eigenfaces for privacy-preserving face recognition. - Thee Chanyaswad; J. Morris Chang; Prateek Mittal; Sun-Yuan Kung (MLSP, 2016)

A compressive multi-kernel method for privacy-preserving machine learning. - Thee Chanyaswad; J. Morris Chang; Sun-Yuan Kung (IJCNN, 2017)

Differential mutual information forward search for multi-kernel discriminant-component selection with an application to privacy-preserving classification. - Thee Chanyaswad; Mert Al; J. Morris Chang; Sun-Yuan Kung (MLSP, 2017)

Desensitized RDCA Subspaces for Compressive Privacy in Machine Learning. - Artur Filipowicz; Thee Chanyaswad; Sun-Yuan Kung (CoRR, 2017)

Coupling Dimensionality Reduction with Generative Model for Non-Interactive Private Data Release. - Thee Chanyaswad; Changchang Liu; Prateek Mittal (CoRR, 2017)

Collaborative PCA/DCA Learning Methods for Compressive Privacy. - Sun-Yuan Kung; Thee Chanyaswad; J. Morris Chang; Pei Yuan Wu (ACM Trans. Embed. Comput. Syst., 2017)

MVG Mechanism: Differential Privacy under Matrix-Valued Query. - Thee Chanyaswad; Alex Dytso; H. Vincent Poor; Prateek Mittal (CCS, 2018)

Multi-Kernel, Deep Neural Network and Hybrid Models for Privacy Preserving Machine Learning. - Mert Al; Thee Chanyaswad; Sun-Yuan Kung (ICASSP, 2018)

Outlier Removal for Enhancing Kernel-Based Classifier Via the Discriminant Information. - Thee Chanyaswad; Mert Al; Sun-Yuan Kung (ICASSP, 2018)

A Differential Privacy Mechanism Design Under Matrix-Valued Query. - Thee Chanyaswad; Alex Dytso; H. Vincent Poor; Prateek Mittal (CoRR, 2018)

Supervising Nyström Methods via Negative Margin Support Vector Selection. - Mert Al; Thee Chanyaswad; Sun-Yuan Kung (CoRR, 2018)

Privacy-Preserving Machine Learning via Data Compression & Differential Privacy - Thee Chanyaswad (2018)

RON-Gauss: Enhancing Utility in Non-Interactive Private Data Release. - Thee Chanyaswad; Changchang Liu; Prateek Mittal (Proc. Priv. Enhancing Technol., 2019)

Investigating Statistical Privacy Frameworks from the Perspective of Hypothesis Testing. - Changchang Liu; Xi He 001; Thee Chanyaswad; Shiqiang Wang 001; Prateek Mittal (Proc. Priv. Enhancing Technol., 2019)