Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class

20 February 2025

Papers citing "Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class"

11 / 11 papers shown

Title
ADLGen: Synthesizing Symbolic, Event-Triggered Sensor Sequences for Human Activity Modeling Weihang You Hanqi Jiang Zishuai Liu Zihang Xie Tianming Liu Jin Lu Fei Dou 52 0 0 23 May 2025
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 99 38 0 11 Dec 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 111 111 0 14 Oct 2023
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees Alexia Jolicoeur-Martineau Kilian Fatras Tal Kachman 117 41 0 18 Sep 2023
CTAB-GAN+: Enhancing Tabular Data Synthesis Zilong Zhao A. Kunar Robert Birke L. Chen 109 86 0 01 Apr 2022
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 220 205 0 16 Feb 2021
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 172 1,278 0 01 Jul 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 1.2K 133,599 0 12 Jun 2017
Masked Autoregressive Flow for Density Estimation George Papamakarios Theo Pavlakou Iain Murray 308 1,361 0 19 May 2017
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 1.0K 39,704 0 09 Mar 2016
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 451 25,931 0 09 Jun 2011