riskcal.analysis ================ PLD (Privacy Loss Distribution) --------------------------------- Functions for computing risk metrics from Privacy Loss Distributions. .. autofunction:: riskcal.analysis.get_beta_from_pld .. autofunction:: riskcal.analysis.get_advantage_from_pld .. autofunction:: riskcal.analysis.get_bayes_risk_from_pld GDP (Gaussian Differential Privacy) ------------------------------------- Functions for computing risk metrics from Gaussian DP parameters. .. autofunction:: riskcal.analysis.get_beta_from_gdp .. autofunction:: riskcal.analysis.get_advantage_from_gdp .. autofunction:: riskcal.analysis.get_bayes_risk_from_gdp ADP (Approximate Differential Privacy) --------------------------------------- Functions for computing risk metrics from (epsilon, delta)-DP parameters. .. autofunction:: riskcal.analysis.get_beta_from_adp .. autofunction:: riskcal.analysis.get_advantage_from_adp .. autofunction:: riskcal.analysis.get_epsilon_from_err_rates RDP (Renyi Differential Privacy) ---------------------------------- Functions for computing risk metrics from Renyi DP parameters. .. autofunction:: riskcal.analysis.get_beta_from_rdp zCDP (Zero-Concentrated Differential Privacy) ----------------------------------------------- Functions for computing risk metrics from zCDP parameters. .. autofunction:: riskcal.analysis.get_beta_from_zcdp .. autofunction:: riskcal.analysis.get_advantage_from_zcdp Internal utilities ------------------ .. autofunction:: riskcal.analysis.pld_to_plrvs .. autoclass:: riskcal.analysis.PLRVs :members: :show-inheritance: