DataSynthesizer

GPTKB entity

Statements (16)
Predicate Object
gptkbp:instanceOf gptkb:software
gptkbp:citation Jia, J., Pei, Y., Gursoy, M. E., Truex, S., & Wu, X. (2019). DataSynthesizer: Privacy-Preserving Synthetic Datasets. JMLR MLOSS.
gptkbp:feature differential privacy
data anonymization
categorical and numerical data support
three modes: random, independent attribute, correlated attribute
https://www.w3.org/2000/01/rdf-schema#label DataSynthesizer
gptkbp:license gptkb:MIT_License
gptkbp:maintainedBy Data Responsibly project
gptkbp:programmingLanguage gptkb:Python
gptkbp:purpose synthetic data generation
gptkbp:repository https://github.com/DataResponsibly/DataSynthesizer
gptkbp:usedFor machine learning model testing
privacy-preserving data sharing
gptkbp:bfsParent gptkb:Kalyan_Veeramachaneni
gptkbp:bfsLayer 8