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[…] while perturbing records Maintains marginal distributions Introduces record-level inaccuracies; Complex implementation; Limited privacy guarantee Low (Disrupts relationships within user history) Hashing (Salted) Apply one-way function with unique salt per record Create non-reversible identifiers Can prevent simple lookups if salted properly Vulnerable if salt/key compromised; Doesn’t prevent linkage if hash is used as QI Low […]

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[…] a perpetual stew. Like the perpetual stew, these models are built with recipes, the recipes are tweaked per the model’s specific purposes (i.e., adding a pinch of salt), and then the models “live” (i.e., produce accurate or tasty outputs) for as long as they are maintained. This simple analogy allows readers to understand why, […]

[…] a perpetual stew. Like the perpetual stew, these models are built with recipes, the recipes are tweaked per the model’s specific purposes (i.e., adding a pinch of salt), and then the models “live” (i.e., produce accurate or tasty outputs) for as long as they are maintained. This simple analogy allows readers to understand why, […]

[…] exact in their outputs based upon the clarity of the instructions we give. Just as a recipe written by a chef may call for a “pinch of salt” because most chefs have a common understanding of what a “pinch” is, an AI system that instructs a computer to reason probabilistically or approximately may be […]

[…] exact in their outputs based upon the clarity of the instructions we give. Just as a recipe written by a chef may call for a “pinch of salt” because most chefs have a common understanding of what a “pinch” is, an AI system that instructs a computer to reason probabilistically or approximately may be […]

[…] See OpenBCI (last accessed Feb. 16, 2021), https://openbci.com/. 100. Antony Vitillo, OpenBCI: Games Using Brain-Interfaces Coming in 3 Years, The Ghost Howls (Feb. 12, 2021), https://skarredghost. com/2021/02/12/openbci-galea-valve-index-bci/ amp/?__twitter_impression=true&s=0. 101. Tangermann, supra note 90; another prominent example of BCI technology combined with a VR HMD is the hardware develope d by NextMind; See NextMind (last […]

[…] exact in their outputs based upon the clarity of the instructions we give.  Just as a recipe written by a chef may call for a “pinch of salt” because most chefs have a common understanding of what a “pinch” is, an AI system that instructs a computer to reason probabilistically or approximately may be […]

[…] exact in their outputs based upon the clarity of the instructions we give.  Just as a recipe written by a chef may call for a “pinch of salt” because most chefs have a common understanding of what a “pinch” is, an AI system that instructs a computer to reason probabilistically or approximately may be […]

[…] all personal data fields 4. Repeat EXAMPLE CODE: ERASE USER ROW BY ID ● Remember: secure hashing isn’t trivial, use a real library! ● Don’t forget a salt! If you’re careful, use the same salt for the entire erasure request for consistent hashes across tables ● Notice that erasure strategy varies by field, based […]