MLchartDataset catalogue

Bounded differential privacy

Term · Cybersecurity · MLC-T-CYB-000504

A unit of privacy variant that calls two datasets D_1 and D_2 neighbors if it is possible to construct D_2 from D_1 by changing one person’s data. Under bounded differential privacy, neighboring datasets have the same size. Bounded differential privacy allows for mechanisms that release the total size of the dataset with no noise.

Table 1. Record
IdentifierMLC-T-CYB-000504
FieldCybersecurity
ReferencesNIST SP 800-226; NIST CSRC Glossary
Record as JSON
{
  "id": "MLC-T-CYB-000504",
  "term": "Bounded differential privacy",
  "field": "Cybersecurity",
  "definition": "A unit of privacy variant that calls two datasets D_1 and D_2 neighbors if it is possible to construct D_2 from D_1 by changing one person’s data. Under bounded differential privacy, neighboring datasets have the same size. Bounded differential privacy allows for mechanisms that release the total size of the dataset with no noise.",
  "references": [
    "NIST SP 800-226",
    "NIST CSRC Glossary"
  ],
  "url": "https://mlchart.com/terminology/cybersecurity/bounded-differential-privacy/"
}

Record 501 of 4,669 in Cybersecurity terminology (MLC-0102). Request the full dataset.