Modeling Tabular data using Conditional GAN

1 July 2019

Lei Xu

Maria Skoularidou

Alfredo Cuesta-Infante

Papers citing "Modeling Tabular data using Conditional GAN"

50 / 429 papers shown

Title
FairGen: Fair Synthetic Data Generation B. Chaudhari Himanshu Choudhary Aakash Agarwal Kamna Meena Tanmoy Bhowmik 21 3 0 24 Oct 2022
Evaluation of the Synthetic Electronic Health Records E. Muller Xu Zheng Jer Hayes ELM 14 1 0 16 Oct 2022
G2A2: An Automated Graph Generator with Attributes and Anomalies S. Dey Sonal Jha Wu-chun Feng 26 0 0 14 Oct 2022
Federated Learning for Tabular Data: Exploring Potential Risk to Privacy Han Wu Zilong Zhao L. Chen Aad van Moorsel FedML 17 7 0 13 Oct 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 22 223 0 12 Oct 2022
FCT-GAN: Enhancing Table Synthesis via Fourier Transform Zilong Zhao Robert Birke L. Chen 18 7 0 12 Oct 2022
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data M. Kurmanji Peter Triantafillou OOD AAML 28 18 0 11 Oct 2022
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning Zifeng Wang Jimeng Sun 19 29 0 11 Oct 2022
fAux: Testing Individual Fairness via Gradient Alignment Giuseppe Castiglione Ga Wu C. Srinivasa Simon J. D. Prince 13 3 0 10 Oct 2022
STaSy: Score-based Tabular data Synthesis Jayoung Kim C. Lee Noseong Park DiffM 56 59 0 08 Oct 2022
Conditional Feature Importance for Mixed Data Kristin Blesch David S. Watson Marvin N. Wright 50 7 0 06 Oct 2022
ciDATGAN: Conditional Inputs for Tabular GANs Gael Lederrey T. Hillel M. Bierlaire GAN 11 2 0 05 Oct 2022
A Framework for Large Scale Synthetic Graph Dataset Generation Sajad Darabi P. Bigaj Dawid Majchrowski Artur Kasymov Pawel M. Morkisz A. Fit-Florea 30 4 0 04 Oct 2022
HPC Storage Service Autotuning Using Variational-Autoencoder-Guided Asynchronous Bayesian Optimization Matthieu Dorier Romain Egele Prasanna Balaprakash Jaehoon Koo Sandeep Madireddy Srinivasan Ramesh A. Malony R. Ross 14 9 0 03 Oct 2022
iCTGAN--An Attack Mitigation Technique for Random-vector Attack on Accelerometer-based Gait Authentication Systems J. Mo Rajesh Kumar 13 2 0 02 Oct 2022
TabDDPM: Modelling Tabular Data with Diffusion Models Akim Kotelnikov Dmitry Baranchuk Ivan Rubachev Artem Babenko DiffM 58 239 0 30 Sep 2022
Local and Regional Counterfactual Rules: Summarized and Robust Recourses Salim I. Amoukou Nicolas Brunel 26 0 0 29 Sep 2022
Non-Imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey Xiaodan Xing Huanjun Wu Lichao Wang Iain Stenson M. Yong Javier Del Ser Simon Walsh Guang Yang 21 7 0 17 Sep 2022
Artificial Intelligence for In Silico Clinical Trials: A Review Zifeng Wang Chufan Gao Lucas Glass Jimeng Sun 24 12 0 16 Sep 2022
PTab: Using the Pre-trained Language Model for Modeling Tabular Data Guangyi Liu Jie-jin Yang Ledell Yu Wu LMTD 65 34 0 15 Sep 2022
Concept-Based Explanations for Tabular Data Varsha Pendyala Jihye Choi FaML XAI FAtt 26 2 0 13 Sep 2022
Machine Learning Models Evaluation and Feature Importance Analysis on NPL Dataset Rufael Fekadu Anteneh Getachew Yishak Tadele Nuredin Ali Abdelkadir Israel Goytom 19 3 0 28 Aug 2022
Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy Lucas Rosenblatt Bernease Herman Anastasia Holovenko Wonkwon Lee Joshua R. Loftus Elizabeth McKinnie Taras Rumezhak Andrii Stadnik Bill Howe Julia Stoyanovich 32 5 0 26 Aug 2022
Extreme Gradient Boosting for Yield Estimation compared with Deep Learning Approaches Florian Huber Artem Yushchenko Benedikt Stratmann Volker Steinhage 22 65 0 26 Aug 2022
Towards Automated Imbalanced Learning with Deep Hierarchical Reinforcement Learning Daochen Zha Kwei-Herng Lai Qiaoyu Tan Sirui Ding Na Zou Xia Hu AI4TS 11 18 0 26 Aug 2022
An Empirical Study on the Membership Inference Attack against Tabular Data Synthesis Models Jihyeon Hyeong Jayoung Kim Noseong Park S. Jajodia MIACV 19 13 0 17 Aug 2022
Customs Import Declaration Datasets Chae-Seong Jeong Sundong Kim Jaewoo Park Yeonsoo Choi 21 3 0 04 Aug 2022
Sequential Models in the Synthetic Data Vault K. Zhang Neha Patki K. Veeramachaneni SyDa 15 18 0 28 Jul 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 29 28 0 19 Jul 2022
TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data Vikram S Chundawat Ayush K Tarun Murari Mandal M. Lahoti Pratik Narang 15 28 0 12 Jul 2022
Comparing the Utility and Disclosure Risk of Synthetic Data with Samples of Microdata C. Little Mark Elliot Richard Allmendinger 11 9 0 02 Jul 2022
Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs Chang Sun J. V. Soest Michel Dumontier SyDa 23 2 0 28 Jun 2022
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasets Kristian Schultz Saptarshi Bej Waldemar Hahn M. Wolfien P. Srivastava Olaf Wolkenhauer DiffM 4 3 0 20 Jun 2022
Learning Fair Representation via Distributional Contrastive Disentanglement Changdae Oh Heeji Won Junhyuk So Taero Kim Yewon Kim Hosik Choi Kyungwoo Song FaML CoGe CML DRL 18 40 0 17 Jun 2022
SOS: Score-based Oversampling for Tabular Data Jayoung Kim Chae-Eun Lee Yehjin Shin Sewon Park Minjung Kim Noseong Park Jihoon Cho DiffM 17 34 0 17 Jun 2022
Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design Lyle Regenwetter Faez Ahmed AI4CE 22 2 0 14 Jun 2022
Private Synthetic Data with Hierarchical Structure Terrance Liu Zhiwei Steven Wu SyDa 17 3 0 13 Jun 2022
Releasing survey microdata with exact cluster locations and additional privacy safeguards Till Koebe Alejandra Arias-Salazar 16 2 0 24 May 2022
RCC-GAN: Regularized Compound Conditional GAN for Large-Scale Tabular Data Synthesis Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal GAN 14 2 0 24 May 2022
Time-series Transformer Generative Adversarial Networks Padmanaba Srinivasan William J. Knottenbelt AI4TS 21 13 0 23 May 2022
A Dynamic Weighted Tabular Method for Convolutional Neural Networks Md Ifraham Iqbal Md. Saddam Hossain Mukta Ahmed Rafi Hasan LMTD 19 11 0 20 May 2022
Adversarial random forests for density estimation and generative modeling David S. Watson Kristin Blesch Jan Kapar Marvin N. Wright GAN 65 19 0 19 May 2022
Lessons Learned: Defending Against Property Inference Attacks Joshua Stock Jens Wettlaufer Daniel Demmler Hannes Federrath AAML 21 1 0 18 May 2022
Evaluating the Fairness Impact of Differentially Private Synthetic Data Blake Bullwinkel Kristen Grabarz Lily Ke Scarlett Gong Christy Tanner Joshua Allen SyDa 15 8 0 09 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 40 109 0 06 May 2022
Design Target Achievement Index: A Differentiable Metric to Enhance Deep Generative Models in Multi-Objective Inverse Design Lyle Regenwetter Faez Ahmed 17 7 0 06 May 2022
On Disentangled and Locally Fair Representations Yaron Gurovich Sagie Benaim Lior Wolf FaML 6 0 0 05 May 2022
Multi-Label Clinical Time-Series Generation via Conditional GAN C. Lu Chandan K. Reddy Ping Wang Dong Nie Yue Ning SyDa 32 25 0 10 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
CTAB-GAN+: Enhancing Tabular Data Synthesis Zilong Zhao A. Kunar Robert Birke L. Chen 27 78 0 01 Apr 2022