FragmGAN: Generative Adversarial Nets for Fragmentary Data Imputation
and Prediction

FragmGAN: Generative Adversarial Nets for Fragmentary Data Imputation and Prediction

9 March 2022

ArXiv (abs)PDF HTML

Papers citing "FragmGAN: Generative Adversarial Nets for Fragmentary Data Imputation and Prediction"

13 / 13 papers shown

Title
Variational Selective Autoencoder: Learning from Partially-Observed Heterogeneous Data Yu Gong Hossein Hajimirsadeghi Jiawei He Thibaut Durand Greg Mori CML 55 11 0 25 Feb 2021
IFGAN: Missing Value Imputation using Feature-specific Generative Adversarial Networks Wei Qiu Yangsibo Huang Quanzheng Li GAN 24 5 0 23 Dec 2020
Imputation of Missing Data with Class Imbalance using Conditional Generative Adversarial Networks S. Awan Bennamoun Ferdous Sohel Frank M. Sanfilippo Girish Dwivedi GAN AI4CE 34 63 0 01 Dec 2020
Handling Missing Data with Graph Representation Learning Jiaxuan You Xiaobai Ma D. Ding Mykel Kochenderfer J. Leskovec 66 181 0 30 Oct 2020
not-MIWAE: Deep Generative Modelling with Missing not at Random Data Niels Bruun Ipsen Pierre-Alexandre Mattei J. Frellsen DRL 44 57 0 23 Jun 2020
MCFlow: Monte Carlo Flow Models for Data Imputation Trevor W. Richardson Wencheng Wu Lei Lin Beilei Xu Edgar A. Bernal OOD 60 48 0 27 Mar 2020
Integrative Factor Regression and Its Inference for Multimodal Data Analysis Quefeng Li Lexin Li 64 27 0 11 Nov 2019
Missing Not at Random in Matrix Completion: The Effectiveness of Estimating Missingness Probabilities Under a Low Nuclear Norm Assumption Wei-Ying Ma George H. Chen 118 52 0 28 Oct 2019
Improving Missing Data Imputation with Deep Generative Models R. Camino Christian A. Hammerschmidt R. State SyDa 53 55 0 27 Feb 2019
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 63 1,026 0 07 Jun 2018
Variational Autoencoder with Arbitrary Conditioning Oleg Ivanov Michael Figurnov Dmitry Vetrov BDL DRL 59 147 0 06 Jun 2018
MIDA: Multiple Imputation using Denoising Autoencoders Lovedeep Gondara Ke Wang AI4CE 91 85 0 08 May 2017
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 233 4,330 0 04 May 2011