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Private Information Retrieval (PIR) [37,38] approaches obfuscate data access patterns and can be considered secure against Q&BKD-attackers.
About 20% of the apps Symantec looked at did nothing to obfuscate data being sent across the net even though it contained important ID information, such as name, passwords and birthdate.
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In many situations, however, landscape/map information can help a third party to perform Bayesian inference over spatially obfuscated data and to refine the user's location estimate up to a violation of the original user's location-privacy requirements.
Why else would companies work so hard to obfuscate their data practices, bury their ownership claims in byzantine Terms of Service, or make opting out difficult or dependent on losing other features?
While at first glance, it might appear that everything is hunky dory when one looks at the 2015 version of this report, one quickly notes something is very wrong when you realise the City of Sydney has tried to obfuscate the data by reporting over a longer time period in the day and not breaking down the statistics of businesses open by precinct, as it does in 2010.
We follow a similar principle here as well: generate enough random noise to obfuscate the data while it is being gathered.
In this report, the McClatchy authors played on the emotions and sorrows of people going through heartbreaking end-of-life illnesses to create fear and outrage, and obfuscate scientific data pertaining to biological effects of radiation.
Group-level aggregation obfuscates sensor data of individuals, in a similar fashion as differential privacy and homomorphic encryption schemes, thus inference of privacy-sensitive information from single sensors becomes computationally harder compared to the baseline scenario.
Their solution uses a client based privacy manager which obfuscates sensitive data before submitting it to the cloud.
Context like this is necessary where omitted nuance leads to continued, damaging stereotyping of autistic and other disabled people or obfuscates important data.
(In its comment, Grindr says it encrypts and obfuscates location data, but has not specifically denied the existence of this issue).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com