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stat.AP2023
Statistical disclosure control for numeric microdata via sequential joint probability preserving data shuffling
Elias Chaibub Neto
Traditional perturbative statistical disclosure control (SDC) approaches such as microaggregation, noise addition, rank swapping, etc, perturb the data in an ``ad-hoc" way in the s…
stat.AP2023
A note on bounded distance-based information loss metrics for statistical disclosure control of numeric microdata
Elias Chaibub Neto
In the field of statistical disclosure control, the tradeoff between data confidentiality and data utility is measured by comparing disclosure risk and information loss metrics. Di…
stat.AP2016
Using instrumental variables to disentangle treatment and placebo effects in blinded and unblinded randomized clinical trials influenced by unmeasured confounders
Elias Chaibub Neto
Clinical trials traditionally employ blinding as a design mechanism to reduce the influence of placebo effects. In practice, however, it can be difficult or impossible to blind stu…