Missing Data Imputation with Adversarially-trained Graph Convolutional
Networks

Missing Data Imputation with Adversarially-trained Graph Convolutional Networks

6 May 2019

Simone Scardapane

Papers citing "Missing Data Imputation with Adversarially-trained Graph Convolutional Networks"

11 / 11 papers shown

Title
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 42 2 0 28 Oct 2024
Multi-scale Temporal Fusion Transformer for Incomplete Vehicle Trajectory Prediction Zhanwen Liu Chao Li Yang Wang Nan Yang Xing Fan Jiaqi Ma Xiangmo Zhao 27 2 0 02 Sep 2024
Explainability of Machine Learning Models under Missing Data Tuan L. Vo T. Nguyen Hugo Lewi Hammer Michael A. Riegler P. Halvorsen Pal Halvorsen 49 2 0 29 Jun 2024
Correlation visualization under missing values: a comparison between imputation and direct parameter estimation methods Nhat H. Pham Khanh-Linh Vo Mai Anh Vu Thu Nguyen Michael A. Riegler P. Halvorsen Binh Duc Nguyen 6 6 0 10 May 2023
Simplicial Attention Neural Networks L. Giusti Claudio Battiloro P. Lorenzo S. Sardellitti Sergio Barbarossa 38 32 0 14 Mar 2022
Graph Neural Networks: a bibliometrics overview Abdalsamad Keramatfar Mohadeseh Rafiee Hossein Amirkhani GNN AI4CE 28 24 0 03 Jan 2022
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns Yuebing Liang Zhan Zhao Lijun Sun GNN AI4TS 27 61 0 17 Sep 2021
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 132 285 0 01 May 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 244 3,236 0 24 Nov 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 207 1,895 0 06 Jun 2016
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 157 4,214 0 04 May 2011