Bias Mitigation via Synthetic Data Generation: A Review
MA Shahul Hameed, AM Qureshi, A Kaushik - Electronics, 2024 - mdpi.com
Artificial intelligence (AI) is widely used in healthcare applications to perform various tasks.
Although these models have great potential to improve the healthcare system, they have …
Although these models have great potential to improve the healthcare system, they have …
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms
The increasing use of machine learning in learning analytics (LA) has raised significant
concerns around algorithmic fairness and privacy. Synthetic data has emerged as a dual …
concerns around algorithmic fairness and privacy. Synthetic data has emerged as a dual …
Synthetic Data Generation: Methods, Applications, and Multidisciplinary Use Cases
E Martiri - Data Envelopment Analysis (DEA) Methods for …, 2024 - igi-global.com
This chapter offers a comprehensive examination of contemporary practices in synthetic
data generation. Its primary objective is to analyze and synthesize the methodologies …
data generation. Its primary objective is to analyze and synthesize the methodologies …