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
Balancing Fairness and Accuracy in Data-Restricted Binary Classification Zachary McBride Lazri Danial Dervovic Antigoni Polychroniadou Ivan Brugere Dana Dachman-Soled Min Wu FaML 47 0 0 12 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 Feb 2024
CaPS: Collaborative and Private Synthetic Data Generation from Distributed Sources Sikha Pentyala Mayana Pereira Martine De Cock 18 1 0 13 Feb 2024
Systematic Assessment of Tabular Data Synthesis Algorithms Yuntao Du Ninghui Li 29 4 0 09 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 24 3 0 09 Feb 2024
How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data Mihaela C. Stoian Salijona Dyrmishi Maxime Cordy Thomas Lukasiewicz Eleonora Giunchiglia 21 14 0 07 Feb 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation Pablo Lemos Sammy N. Sharief Nikolay Malkin Laurence Perreault Levasseur Y. Hezaveh Laurence Perreault-Levasseur Yashar Hezaveh 23 3 0 06 Feb 2024
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets Ossi Raisa Antti Honkela 72 0 0 06 Feb 2024
Enhancing crop classification accuracy by synthetic SAR-Optical data generation using deep learning Ali Mirzaei Hossein Bagheri Iman Khosravi 11 9 0 03 Feb 2024
A primer on synthetic health data Jennifer Anne Bartell Sander Boisen Valentin Anders Krogh Henning Langberg Martin Bøgsted 29 1 0 31 Jan 2024
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models Ziqiang Yuan Kaiyuan Wang Shoutai Zhu Ye Yuan Jingya Zhou Yanlin Zhu Wenqi Wei 39 5 0 19 Jan 2024
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning Analytics Qinyi Liu Mohammad Khalil Ronas Shakya Jelena Jovanovic 22 18 0 12 Jan 2024
FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation Timur Sattarov Marco Schreyer Damian Borth FedML DiffM MedIm 17 7 0 11 Jan 2024
An Augmented Surprise-guided Sequential Learning Framework for Predicting the Melt Pool Geometry Ahmed Shoyeb Raihan H. Khosravi T. Bhuiyan Imtiaz Ahmed AI4CE 17 7 0 10 Jan 2024
Transfer-Learning-Based Autotuning Using Gaussian Copula Thomas Randall Jaehoon Koo B. Videau Michael Kruse Xingfu Wu P. Hovland Mary W. Hall Rong Ge Prasanna Balaprakash 25 3 0 09 Jan 2024
SynHING: Synthetic Heterogeneous Information Network Generation for Graph Learning and Explanation Ming-Yi Hong Yi-Hsiang Huang Shao-En Lin You-Chen Teng Chih-Yu Wang Che Lin 37 0 0 07 Jan 2024
Weakly Augmented Variational Autoencoder in Time Series Anomaly Detection Zhangkai Wu LongBing Cao Qi Zhang Junxian Zhou Hui Chen 41 3 0 07 Jan 2024
Adversarial Machine Learning-Enabled Anonymization of OpenWiFi Data Samhita Kuili Kareem Dabbour Irtiza Hasan Andrea Herscovich B. Kantarci Marcel Chenier Melike Erol-Kantarci 13 0 0 03 Jan 2024
Downstream Task-Oriented Generative Model Selections on Synthetic Data Training for Fraud Detection Models Yinan Cheng ChiHua Wang Vamsi K. Potluru T. Balch Guang Cheng 17 7 0 01 Jan 2024
A self-attention-based differentially private tabular GAN with high data utility Zijian Li Zhihui Wang 18 1 0 20 Dec 2023
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 23 25 0 19 Dec 2023
Continuous Diffusion for Mixed-Type Tabular Data Markus Mueller Kathrin Gruber Dennis Fok DiffM 53 5 0 16 Dec 2023
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 45 33 0 11 Dec 2023
DiSK: A Diffusion Model for Structured Knowledge O. Kitouni Niklas Nolte James Hensman Bhaskar Mitra DiffM 25 3 0 08 Dec 2023
Balanced Marginal and Joint Distributional Learning via Mixture Cramer-Wold Distance SeungHwan An Sungchul Hong Jong-June Jeon 21 0 0 06 Dec 2023
Synthetic Data Generation Techniques for Developing AI-based Speech Assessments for Parkinson's Disease (A Comparative Study) M. Parsapoor 13 0 0 04 Dec 2023
TransCORALNet: A Two-Stream Transformer CORAL Networks for Supply Chain Credit Assessment Cold Start Jie Shi A. Siebes S. Mehrkanoon 29 0 0 30 Nov 2023
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 34 2 0 29 Nov 2023
Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data Synthesis Anantaa Kotal Lavanya Elluri Deepti Gupta V. Mandalapu Anupam Joshi 6 5 0 27 Nov 2023
From Principle to Practice: Vertical Data Minimization for Machine Learning Robin Staab Nikola Jovanović Mislav Balunović Martin Vechev 34 5 0 17 Nov 2023
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/Records Le Hung Eng-Jon Ong Miroslaw Bober 29 1 0 16 Nov 2023
SynDiffix: More accurate synthetic structured data Paul Francis Cristian Berneanu Edon Gashi 30 1 0 16 Nov 2023
arfpy: A python package for density estimation and generative modeling with adversarial random forests Kristin Blesch Marvin N. Wright 19 2 0 13 Nov 2023
Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes Jinwon Sohn Qifan Song Guang Lin FaML 34 1 0 10 Nov 2023
ShipGen: A Diffusion Model for Parametric Ship Hull Generation with Multiple Objectives and Constraints Noah J. Bagazinski Faez Ahmed 35 8 0 09 Nov 2023
Multi-Resolution Diffusion for Privacy-Sensitive Recommender Systems Derek Lilienthal Paul Mello Magdalini Eirinaki Stas Tiomkin SyDa DiffM 24 3 0 06 Nov 2023
Time-series Generation by Contrastive Imitation Daniel Jarrett Ioana Bica M. Schaar AI4TS 13 24 0 02 Nov 2023
A Review and Roadmap of Deep Causal Model from Different Causal Structures and Representations Hang Chen Keqing Du Chenguang Li Xinyu Yang 49 2 0 02 Nov 2023
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generation Chandrani Kumari Rahul Siddharthan 13 0 0 30 Oct 2023
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data Mayana Pereira Meghana Kshirsagar S. Mukherjee Rahul Dodhia J. L. Ferres Rafael de Sousa SyDa 40 11 0 30 Oct 2023
TRIAGE: Characterizing and auditing training data for improved regression Nabeel Seedat Jonathan Crabbé Zhaozhi Qian M. Schaar 13 5 0 29 Oct 2023
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark Lasse Hansen Nabeel Seedat M. Schaar Andrija Petrović 44 19 0 25 Oct 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 24 19 0 25 Oct 2023
Joint Distributional Learning via Cramer-Wold Distance SeungHwan An Jong-June Jeon 32 0 0 25 Oct 2023
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing Namjoon Suh Xiaofeng Lin Din-Yin Hsieh Merhdad Honarkhah Guang Cheng 19 16 0 24 Oct 2023
A Distributed Approach to Meteorological Predictions: Addressing Data Imbalance in Precipitation Prediction Models through Federated Learning and GANs Elaheh Jafarigol Theodore Trafalis 21 7 0 19 Oct 2023
TabuLa: Harnessing Language Models for Tabular Data Synthesis Zilong Zhao Robert Birke Lydia Y. Chen LMTD 32 29 0 19 Oct 2023
Black-Box Training Data Identification in GANs via Detector Networks Lukman Olagoke Salil P. Vadhan Seth Neel 21 0 0 18 Oct 2023
Differentially Private Data Generation with Missing Data Shubhankar Mohapatra Jianqiao Zong F. Kerschbaum Xi He SyDa 17 1 0 17 Oct 2023
Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space Hengrui Zhang Jiani Zhang Balasubramaniam Srinivasan Zhengyuan Shen Xiao Qin Christos Faloutsos Huzefa Rangwala George Karypis DiffM 29 81 0 14 Oct 2023