Generating Synthetic Missing Data: A Review by Missing Mechanism

The performance evaluation of imputation algorithms often involves the generation of missing values. Missing values can be inserted in only one feature (univariate con guration) or in several features (multivariate con guration) at different percentages (missing rates) and according to distinct miss...

Full description

Bibliographic Details
Main Author: Santos, Miriam Seoane (author)
Other Authors: Pereira, Ricardo Cardoso (author), Costa, Adriana Fonseca (author), Soares, Jastin Pompeu (author), Santos, Joao (author), Abreu, Pedro Henriques (author)
Format: article
Language:eng
Published: 2019
Subjects:
Data preprocessing
missing data
missing data generation
missing data mechanisms
Online Access:http://hdl.handle.net/10316/101583
Country:Portugal
Oai:oai:estudogeral.sib.uc.pt:10316/101583

Internet

http://hdl.handle.net/10316/101583

Similar Items