TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular
Data

TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data

12 July 2022

Vikram S Chundawat

Papers citing "TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data"

15 / 15 papers shown

Title
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints Waldemar Hahn Jan-Niklas Eckardt Christoph Röllig Martin Sedlmayr J. Middeke M. Wolfien 38 0 0 08 May 2025
Benchmarking Synthetic Tabular Data: A Multi-Dimensional Evaluation Framework Andrey Sidorenko Michael Platzer Mario Scriminaci P. Tiwald 46 0 0 02 Apr 2025
Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead Viktor Schlegel Anil A Bharath Zilong Zhao Kevin Yee 68 0 0 26 Mar 2025
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Z. Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 40 15 0 16 Oct 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 32 1 0 31 May 2024
Permissioned Blockchain-based Framework for Ranking Synthetic Data Generators Narasimha Raghavan Mohammad Hossein Tabatabaei Severin Elvatun V. Vallevik S. Larønningen J. F. Nygård 40 2 0 12 May 2024
An evaluation framework for synthetic data generation models I. Livieris Nikos Alimpertis George Domalis Dimitris Tsakalidis SyDa ELM 55 8 0 13 Apr 2024
Structured Evaluation of Synthetic Tabular Data Scott Cheng-Hsin Yang Baxter S. Eaves Michael Schmidt Ken Swanson Patrick Shafto 31 4 0 15 Mar 2024
Systematic Assessment of Tabular Data Synthesis Algorithms Yuntao Du Ninghui Li 29 4 0 09 Feb 2024
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare V. Vallevik Aleksandar Babic S. Marshall Severin Elvatun Helga Brogger S. Alagaratnam B. Edwin Narasimha Raghavan Anne Kjersti Befring J. F. Nygård 50 19 0 24 Jan 2024
MargCTGAN: A "Marginally'' Better CTGAN for the Low Sample Regime Tejumade Afonja Dingfan Chen Mario Fritz 9 7 0 16 Jul 2023
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
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 116 467 0 09 Jun 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 153 569 0 19 Mar 2017
SMOTE: Synthetic Minority Over-sampling Technique Nitesh V. Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 163 25,247 0 09 Jun 2011