Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis
This article provides a comprehensive synthesis of the recent developments in synthetic
data generation via deep generative models, focusing on tabular datasets. We specifically …
data generation via deep generative models, focusing on tabular datasets. We specifically …
Addressing the intra-class mode collapse problem using adaptive input image normalization in GAN-based X-ray images
MM Saad, MH Rehmani… - 2022 44th annual …, 2022 - ieeexplore.ieee.org
Biomedical image datasets can be imbalanced due to the rarity of targeted diseases.
Generative Adversarial Networks play a key role in addressing this imbalance by enabling …
Generative Adversarial Networks play a key role in addressing this imbalance by enabling …
SA-SinGAN: self-attention for single-image generation adversarial networks
X Chen, H Zhao, D Yang, Y Li, Q Kang, H Lu - Machine Vision and …, 2021 - Springer
Single-image training is a research hotspot task of generating adversarial networks,
especially in tasks such as image editing and image coordination. However, the existing …
especially in tasks such as image editing and image coordination. However, the existing …
Adaptive Input-image Normalization for Solving Mode Collapse Problem in GAN-based X-ray Images
Biomedical image datasets can be imbalanced due to the rarity of targeted diseases.
Generative Adversarial Networks play a key role in addressing this imbalance by enabling …
Generative Adversarial Networks play a key role in addressing this imbalance by enabling …
Differential Privacy in Deep Learning Models
M Amian - 2022 - search.proquest.com
In this thesis, the concept of privacy in deep learning models is studied. Privacy here refers
to protection of a publicly shared model against unwanted information leakage. It is found …
to protection of a publicly shared model against unwanted information leakage. It is found …
Data-Centric AI: Tabular Data Synthesis with Deep Generative Models
AX Wang - 2024 - openaccess.wgtn.ac.nz
Because of its wide range of applications, generative artificial intelligence (Generative AI)
has received a lot of attention in academia and industry. Despite significant advances in …
has received a lot of attention in academia and industry. Despite significant advances in …
Synthetic Electronic Medical Record Generation using Generative Adversarial Networks
MR Beyki - 2021 - vtechworks.lib.vt.edu
It has been a while that computers have replaced our record books, and medical records are
no exception. Electronic Health Records (EHR) are digital version of a patient's medical …
no exception. Electronic Health Records (EHR) are digital version of a patient's medical …