Generative Adversarial Networks Assist Missing Data Imputation: A Comprehensive Survey and Evaluation

Missing data imputation is a technique to deal with incomplete datasets. Since many models and algorithms cannot be applied to data containing missing values, a pre-processing step needs to be performed to remove incomplete data or to estimate the missing values. This is a well-known problem referre...

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Bibliographic Details
Main Authors: Reza Shahbazian, Sergio Greco
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10225306/