Słownik AI
Kompletny słownik sztucznej inteligencji
Sensitivity Analysis
Evaluation of the maximum change in the output of a function when a single record is modified, crucial for calibrating the amount of noise needed in differentially private mechanisms.
Data Perturbation
Technique of intentionally modifying data by adding noise or transforming original values to prevent the identification of individuals while preserving overall statistical properties.
Noise Injection
Process of controlled addition of random perturbations to data or training gradients to prevent inference attacks while maintaining model convergence.
Secure Multiparty Computation
Cryptographic protocol allowing multiple parties to compute a function on their combined data without revealing their individual data, often combined with perturbation.
Data Anonymization
Process of removing or altering personal identifiers in data, often strengthened by perturbation techniques to resist re-identification attacks.