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Explores privacy-preserving data publishing mechanisms and introduces the concept of differential privacy to protect individual data while providing accurate statistics.
Introduces semantic modelling through tabular data and RDF, covering relational databases, schema migration, future-proof schemata, SPARQL querying, and metaknowledge limitations.
Explores differential privacy, hypothesis testing, and composition of mechanisms, discussing optimal privacy regions and privacy degradation under repeated accesses.