PETWorks-framework Documentation

Contents:

• Traditional De-identification Technologies
  • Average Equivalence Class Size
    • Example: aecs.py
    • Execution Result
  • Ambiguity
    • Example: ambiguity.py
    • Execution Result
  • d-presence
    • Example: d-presence.py
    • Execution Result
  • k-anonymity
    • Example: k-anonymity.py
    • Execution Result
  • l-diversity
    • Example: l-diversity.py
    • Execution Result
  • Non-Uniform Entropy
    • Example: nonUniformEntropy.py
    • Execution Result
  • Precision
    • Example: precision.py
    • Execution Result
  • Profitability
    • Example: profitability.py
    • Execution Result
  • t-closeness
    • Example: t-closeness.py
    • Execution Result
  • Utility Bias
    • Example: utilityBias.py
    • Execution Result
  • De-identification for d-presence
    • Example: d-presence.py
    • Execution Result
  • De-identification for k-anonymity
    • Example: k-anonymization.py
    • Execution Result
  • De-identification for l-diversity
    • Example: l-diversity.py
    • Execution Result
  • De-identification for t-closeness
    • Example: t-closeness.py
    • Execution Result
  • References
• Differential Privacy
  • Man-in-the-Middle Attack
    • Example: validateDP.py
    • Execution Result
• Federated Learning
  • Federated Learning Validation With Tamarin Prover
    • Example: example_DP.spthy
    • Execution Result
  • Validate Data With the Image Similarity
    • Example: FL.py
    • Web Report
  • Reference
• Homomorphic Encryption
  • Testing Method for Homomorphic Encryption Technology
  • Generate Key for Homomorphic Encryption
    • Example: generateKey.py
    • Execution Result
  • Encrypt Value Using Homomorphic Encryption
    • Example: encryptValue.py
    • Execution Result
  • Decrypt Value Using Homomorphic Encryption
    • Example: decryptValue.py
    • Execution Result
  • Detect the Use of TLS Protocol (v1.2 or later)
    • Example: detectTLS.py
    • Execution Result
  • Find External Functions
    • Example: findExternalFunctions.py
    • Execution Result
• Synthetic Data
  • Singling Out Attack
    • Example: singlingOutRisk.py
    • Execution Result
  • Inference Attack
    • Example: inferenceRisk.py
    • Execution Result
  • Linkalility Attack
    • Example: linkalilityRisk.py
    • Execution Result