4 papers
Statistical Methods for Selective Biomarker Testing
A. Adam Ding, Natalie DelRocco, Samuel Wu
Biomarker is a critically important tool in modern clinical diagnosis, prognosis, and classification/prediction. However, there are fiscal and analytical barriers to biomarker rese…
Real-time privacy preserving disease diagnosis using ECG signal
Guanhong Miao, A. Adam Ding, Samuel S. Wu
The rapid development in Internet of Medical Things (IoMT) boosts the opportunity for real-time health monitoring using various data types such as electroencephalography (EEG) and…
Linear Model Against Malicious Adversaries with Local Differential Privacy
Guanhong Miao, A. Adam Ding, Samuel S. Wu
Scientific collaborations benefit from collaborative learning of distributed sources, but remain difficult to achieve when data are sensitive. In recent years, privacy preserving t…
Reducing Noise Level in Differential Privacy through Matrix Masking
A. Adam Ding, Samuel S. Wu, Guanhong Miao +1
Differential privacy schemes have been widely adopted in recent years to address issues of data privacy protection. We propose a new Gaussian scheme combining with another data pro…