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
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks Ayesha S. Dina A. Siddique D. Manivannan 13 52 0 01 Apr 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications Jovze M. Rovzanec I. Novalija Patrik Zajec K. Kenda Hooman Tavakoli ... G. Sofianidis Spyros Theodoropoulos Blavz Fortuna Dunja Mladenić John Soldatos 3DV AI4CE 32 119 0 21 Mar 2022
Conditional Synthetic Data Generation for Personal Thermal Comfort Models Hari Prasanna Das C. Spanos SyDa AI4CE 16 2 0 10 Mar 2022
Faking feature importance: A cautionary tale on the use of differentially-private synthetic data Oscar Giles Kasra Hosseini Grigorios Mingas Oliver Strickson Louise A. Bowler ... A. Heppenstall N. Lomax N. Malleson Martin O'Reilly Sebastian Vollmerteke 21 8 0 02 Mar 2022
Invertible Tabular GANs: Killing Two Birds with OneStone for Tabular Data Synthesis Jaehoon Lee Jihyeon Hyeong Jinsung Jeon Noseong Park Jihoon Cho 6 26 0 08 Feb 2022
Redactor: A Data-centric and Individualized Defense Against Inference Attacks Geon Heo Steven Euijong Whang AAML 15 2 0 07 Feb 2022
Generative Modeling of Complex Data Luca Canale Nicolas Grislain Grégoire Lothe Johanne Leduc SyDa 12 4 0 04 Feb 2022
Electra: Conditional Generative Model based Predicate-Aware Query Approximation Nikhil Sheoran Subrata Mitra Vibhor Porwal Siddharth Ghetia Jatin Varshney Tung Mai Anup B. Rao Vikas Maddukuri 32 11 0 28 Jan 2022
FinGAN: Generative Adversarial Network for Analytical Customer Relationship Management in Banking and Insurance Prateek Kate V. Ravi Akhilesh Gangwar AI4TS 8 3 0 27 Jan 2022
Generative Trees: Adversarial and Copycat Richard Nock Mathieu Guillame-Bert 24 5 0 26 Jan 2022
Synthesising Electronic Health Records: Cystic Fibrosis Patient Group E. Muller Xu Zheng Jer Hayes 26 2 0 14 Jan 2022
FROTE: Feedback Rule-Driven Oversampling for Editing Models Öznur Alkan Dennis L. Wei Massimiliano Mattetti Rahul Nair Elizabeth M. Daly Diptikalyan Saha 13 8 0 04 Jan 2022
Benchmarking Differentially Private Synthetic Data Generation Algorithms Yuchao Tao Ryan McKenna Michael Hay Ashwin Machanavajjhala G. Miklau SyDa 28 82 0 16 Dec 2021
Imbalanced Sample Generation and Evaluation for Power System Transient Stability Using CTGAN Gengshi Han Shunyu Liu Kaixuan Chen Na Yu Zunlei Feng Min-Gyoo Song 14 11 0 16 Dec 2021
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study C. Little Mark Elliot Richard Allmendinger Sahel Shariati Samani 21 20 0 03 Dec 2021
MCCE: Monte Carlo sampling of realistic counterfactual explanations Annabelle Redelmeier Martin Jullum K. Aas Anders Løland BDL 26 11 0 18 Nov 2021
Bi-Discriminator Class-Conditional Tabular GAN Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal 13 12 0 12 Nov 2021
Improving Model Compatibility of Generative Adversarial Networks by Boundary Calibration Si-An Chen Chun-Liang Li Hsuan-Tien Lin GAN 12 0 0 03 Nov 2021
Data Synthesis for Testing Black-Box Machine Learning Models Diptikalyan Saha Aniya Aggarwal Sandeep Hans 15 4 0 03 Nov 2021
Boosting Anomaly Detection Using Unsupervised Diverse Test-Time Augmentation Seffi Cohen Niv Goldshlager L. Rokach Bracha Shapira 18 9 0 29 Oct 2021
EnsembleNTLDetect: An Intelligent Framework for Electricity Theft Detection in Smart Grid Yogesh Kulkarni Sayf Hussain Z K. Ramamritham Nivethitha Somu 20 5 0 09 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 27 646 0 05 Oct 2021
Implicit Generative Copulas Tim Janke M. Ghanmi F. Steinke 35 17 0 29 Sep 2021
Synthetic Data Generation for Fraud Detection using GANs C. Charitou S. Dragicevic Artur Garcez 12 19 0 26 Sep 2021
TabFairGAN: Fair Tabular Data Generation with Generative Adversarial Networks Amirarsalan Rajabi O. Garibay GAN 24 54 0 02 Sep 2021
Mitigating Greenhouse Gas Emissions Through Generative Adversarial Networks Based Wildfire Prediction Sifat M. Chowdhury Kai Zhu Y. Zhang 14 2 0 20 Aug 2021
Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data Zilong Zhao Robert Birke A. Kunar L. Chen FedML 15 22 0 18 Aug 2021
Effective and Privacy preserving Tabular Data Synthesizing A. Kunar 15 5 0 11 Aug 2021
TableGAN-MCA: Evaluating Membership Collisions of GAN-Synthesized Tabular Data Releasing Aoting Hu Renjie Xie Zhigang Lu A. Hu Minhui Xue MIACV 18 15 0 28 Jul 2021
Generative Models for Security: Attacks, Defenses, and Opportunities L. A. Bauer Vincent Bindschaedler 23 4 0 21 Jul 2021
AutoScore-Imbalance: An interpretable machine learning tool for development of clinical scores with rare events data Han Yuan F. Xie M. Ong Yilin Ning M. Chee S. Saffari H. Abdullah B. Goldstein B. Chakraborty Nan Liu 17 19 0 13 Jul 2021
DTGAN: Differential Private Training for Tabular GANs A. Kunar Robert Birke Zilong Zhao L. Chen 17 11 0 06 Jul 2021
Model-Based Counterfactual Synthesizer for Interpretation Fan Yang Sahan Suresh Alva Jiahao Chen X. Hu 12 30 0 16 Jun 2021
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises Mayana Pereira Meghana Kshirsagar S. Mukherjee Rahul Dodhia J. L. Ferres 14 9 0 15 Jun 2021
PEARL: Data Synthesis via Private Embeddings and Adversarial Reconstruction Learning Seng Pei Liew Tsubasa Takahashi Michihiko Ueno FedML 16 29 0 08 Jun 2021
OCT-GAN: Neural ODE-based Conditional Tabular GANs Jayoung Kim Jinsung Jeon Jaehoon Lee Jihyeon Hyeong Noseong Park 23 37 0 31 May 2021
Synthesising Multi-Modal Minority Samples for Tabular Data Sajad Darabi Yotam Elor 14 10 0 17 May 2021
Transitioning from Real to Synthetic data: Quantifying the bias in model Aman Gupta Deepak L. Bhatt Anubha Pandey 17 17 0 10 May 2021
Causal-TGAN: Generating Tabular Data Using Causal Generative Adversarial Networks Bingyang Wen Luis Oliveros Colon K. P. Subbalakshmi R. Chandramouli CML GAN 38 18 0 21 Apr 2021
Holdout-Based Fidelity and Privacy Assessment of Mixed-Type Synthetic Data Michaela D. Platzer Thomas Reutterer 14 3 0 01 Apr 2021
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks Lyle Regenwetter Brent Curry Faez Ahmed 16 33 0 10 Mar 2021
Sibyl: Understanding and Addressing the Usability Challenges of Machine Learning In High-Stakes Decision Making Alexandra Zytek Dongyu Liu R. Vaithianathan K. Veeramachaneni 17 45 0 02 Mar 2021
On Meritocracy in Optimal Set Selection Thomas Kleine Buening Meirav Segal D. Basu Christos Dimitrakakis Anne-Marie George 15 2 0 23 Feb 2021
Composable Generative Models Johan Leduc Nicolas Grislain SyDa 33 4 0 18 Feb 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 123 198 0 16 Feb 2021
Detecting Malicious Accounts showing Adversarial Behavior in Permissionless Blockchains R. Agarwal T. Thapliyal S. Shukla MLAU AAML 16 7 0 28 Jan 2021
Conditional Generative Models for Counterfactual Explanations A. V. Looveren Janis Klaise G. Vacanti Oliver Cobb CML 17 29 0 25 Jan 2021
Copula Flows for Synthetic Data Generation Sanket Kamthe Samuel A. Assefa M. Deisenroth 67 50 0 03 Jan 2021
Differentially Private Synthetic Medical Data Generation using Convolutional GANs A. Torfi Edward A. Fox Chandan K. Reddy SyDa MedIm 19 118 0 22 Dec 2020
Enabling Collaborative Data Science Development with the Ballet Framework Micah J. Smith Jürgen Cito Kelvin Lu K. Veeramachaneni 20 8 0 14 Dec 2020