Statistical data -confidentiality -disclosure risk -conceptual models -assessing risk -reidentification -controlling risk -using external data sets -k-anonymity -L-diversity Tabular data -disclosure limitations -loss of information -protection methods cell suppression intervals rounding perturbation add noise data swapping Access restrictions/control Ethics Regulations Privacy - definitions entropy based differential privacy Frequency tables Encryption - ways to encrypt/decrypt secret key DES, AES private key RSA, others - cryptographic signatures - managing keys - key certificates - encryption in databases - weaknesses