Improving Correlation Capture in Generating Imbalanced Data using
Differentially Private Conditional GANs

Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs

28 June 2022

Michel Dumontier

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Papers citing "Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs"

19 / 19 papers shown

Title
Effective and Privacy preserving Tabular Data Synthesizing A. Kunar 37 5 0 11 Aug 2021
Differentially Private Synthetic Medical Data Generation using Convolutional GANs A. Torfi Edward A. Fox Chandan K. Reddy SyDa MedIm 88 125 0 22 Dec 2020
Differentially Private Synthetic Data: Applied Evaluations and Enhancements Lucas Rosenblatt Xiao-Yang Liu Samira Pouyanfar Eduardo de Leon Anuj M. Desai Joshua Allen SyDa 56 66 0 11 Nov 2020
Conditional Wasserstein GAN-based Oversampling of Tabular Data for Imbalanced Learning Justin Engelmann Stefan Lessmann 69 231 0 20 Aug 2020
GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators Dingfan Chen Tribhuvanesh Orekondy Mario Fritz SyDa 60 185 0 15 Jun 2020
From Artificial Neural Networks to Deep Learning for Music Generation -- History, Concepts and Trends Jean-Pierre Briot MGen 68 77 0 07 Apr 2020
DP-CGAN: Differentially Private Synthetic Data and Label Generation Reihaneh Torkzadehmahani Peter Kairouz B. Paten SyDa 76 239 0 27 Jan 2020
Quant GANs: Deep Generation of Financial Time Series Magnus Wiese R. Knobloch R. Korn Peter Kretschmer GAN AI4TS AIFin 92 279 0 15 Jul 2019
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 128 1,266 0 01 Jul 2019
Synthesizing Tabular Data using Generative Adversarial Networks L. Xu K. Veeramachaneni CML GAN 86 252 0 27 Nov 2018
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 232 488 0 09 Jun 2018
Differentially Private Generative Adversarial Network Liyang Xie Kaixiang Lin Shu Wang Fei Wang Jiayu Zhou SyDa 100 502 0 19 Feb 2018
PacGAN: The power of two samples in generative adversarial networks Zinan Lin A. Khetan Giulia Fanti Sewoong Oh GAN 102 335 0 12 Dec 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 230 9,568 0 31 Mar 2017
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks Edward Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 215 581 0 19 Mar 2017
Renyi Differential Privacy Ilya Mironov 93 1,268 0 24 Feb 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 192 4,834 0 26 Jan 2017
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris N. Metaxas GAN 125 2,729 0 10 Dec 2016
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 149 2,916 0 05 May 2015

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