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Filtering by: Creator Setubal, João C. Creator Alsulaimawi, Zahir Ahmed Hussein Degree Level Doctoral

Information-theoretic Approach to Design and Evaluate Privacy-preserving and Fair Frameworks for Continuous High-dimensional Data

Creator:

Alsulaimawi, Zahir Ahmed Hussein

Abstract:

Deep learning is becoming the latest trend in sensitive applications, such as healthcare, criminal justice, and finance. As these new applications emerge, adversaries are circumventing them. Further, there have been concerns about the possibility of bias and discrimination in predictive applications. In order to address these issues, we propose an...

Resource Type:

Dissertation

Full Text:

input into two parts: the traditional noise vector z and a new “latent code” vector c. The code vector