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SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification


Feb 11, 2022
Keyu Chen, Di Zhuang, J. Morris Chang


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Locally Differentially Private Distributed Deep Learning via Knowledge Distillation


Feb 07, 2022
Di Zhuang, Mingchen Li, J. Morris Chang

* 10 pages, 6 figures, 1 table. Submitted to IEEE Transactions on Knowledge and Data Engineering 

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COVID-19 Pneumonia Severity Prediction using Hybrid Convolution-Attention Neural Architectures


Jul 07, 2021
Nam Nguyen, J. Morris Chang


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ESAI: Efficient Split Artificial Intelligence via Early Exiting Using Neural Architecture Search


Jun 21, 2021
Behnam Zeinali, Di Zhuang, J. Morris Chang


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A compressive multi-kernel method for privacy-preserving machine learning


Jun 20, 2021
Thee Chanyaswad, J. Morris Chang, S. Y. Kung

* Published in 2017 International Joint Conference on Neural Networks (IJCNN). IEEE, 2017 

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Contrastive Self-supervised Neural Architecture Search


Feb 21, 2021
Nam Nguyen, J. Morris Chang


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Generating Black-Box Adversarial Examples in Sparse Domain


Jan 22, 2021
Hadi Zanddizari, J. Morris Chang


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Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation


Nov 01, 2020
Keyu Chen, Di Zhuang, J. Morris Chang


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Utility-aware Privacy-preserving Data Releasing


May 09, 2020
Di Zhuang, J. Morris Chang

* 9 pages, 2 figures, 4 tables 

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SAIA: Split Artificial Intelligence Architecture for Mobile Healthcare System


May 09, 2020
Di Zhuang, Nam Nguyen, Keyu Chen, J. Morris Chang

* 17 pages, 9 figures, 2 tables 

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CS-AF: A Cost-sensitive Multi-classifier Active Fusion Framework for Skin Lesion Classification


Apr 25, 2020
Di Zhuang, Keyu Chen, J. Morris Chang

* 9 pages, 7 figures, 1 table 

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Privacy-Preserving Image Classification in the Local Setting


Feb 09, 2020
Sen Wang, J. Morris Chang

* 10 pages, 4 figures, conference 

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Privacy-Preserving Boosting in the Local Setting


Feb 06, 2020
Sen Wang, J. Morris Chang

* 12 pages, 11 figures, journal 

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Locally Differentially Private Naive Bayes Classification


May 03, 2019
Emre Yilmaz, Mohammad Al-Rubaie, J. Morris Chang


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Privacy Preserving Machine Learning: Threats and Solutions


Mar 27, 2018
Mohammad Al-Rubaie, J. Morris Chang

* PPML Overview, 18 pages 

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