Brinkrolf, Johannes; Göpfert, Christina; Hammer, Barbara: Differential privacy for learning vector quantization. In: Neurocomputing. Jg.342. 2019, S. 125-136

Inhalt

Learning Vector Quantization
Differential Privacy
How vanilla LVQ violates privacy
Ensuring privacy for LVQ

Ensuring privacy via differential private SGD
Smooth sensitivity – mean value
Smooth sensitivity – center of attention

Experiments

Differential privacy for gradient based GLVQ
Sample and Aggregate

Method comparison
Conclusions

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Bibliotheken

Projekt

Impressum

Datenschutz

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