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What is Synthetic Data? The Good, the Bad, and the Ugly

benthamsgaze.org · published 1 March 2023

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https://www.wired.com/2007/12/why-anonymous-data-sometimes-isnt/
wired.com
On Location, Time, and Membership: Studying How Aggregate Location Data Can Harm Users’ Privacy Read at the source ↗
benthamsgaze.org
https://towardsdatascience.com/understanding-differential-privacy-85ce191e198a
towardsdatascience.com
https://blog.ml-quant.com/p/deep-generative-models-are-privacy
blog.ml-quant.com
https://www.scb.se/contentassets/ca21efb41fee47d293bbee5bf7be7fb3/discussion-statistical-disclosure-limitation2.pdf
scb.se
https://www.benthamsgaze.org/wp-content/uploads/2023/02/gedl_0102.png
benthamsgaze.org
https://learning.oreilly.com/library/view/generative-deep-learning/9781492041931/
learning.oreilly.com
https://www.benthamsgaze.org/wp-content/uploads/2023/02/gedl_0101.png
benthamsgaze.org
https://towardsdatascience.com/a-basic-intro-to-gans-generative-adversarial-networks-c62acbcefff3
towardsdatascience.com
https://en.wikipedia.org/wiki/Deepfake
en.wikipedia.org
https://www.benthamsgaze.org/wp-content/uploads/2023/02/nvidia.jpg
benthamsgaze.org
https://www.semanticscholar.org/paper/Progressive-Growing-of-GANs-for-Improved-Quality%2C-Karras-Aila/744fe47157477235032f7bb3777800f9f2f45e52
semanticscholar.org
https://en.wikipedia.org/wiki/ChatGPT
en.wikipedia.org
https://techcrunch.com/2022/05/10/the-market-for-synthetic-data-is-bigger-than-you-think/
techcrunch.com
https://datagen.tech
datagen.tech
http://Mostly.ai
mostly.ai
http://Hazy.com
hazy.com
http://Gretel.ai
gretel.ai
https://www.aindo.com
aindo.com
https://mostly.ai/case-study/synthetic-training-data-for-machine-learning-fraud-detection/
mostly.ai
https://pubmed.ncbi.nlm.nih.gov/33299100/
pubmed.ncbi.nlm.nih.gov
https://datagen.tech/guides/synthetic-data/synthetic-data/
datagen.tech
https://en.wikipedia.org/wiki/Health_Insurance_Portability_and_Accountability_Act
en.wikipedia.org
https://en.wikipedia.org/wiki/General_Data_Protection_Regulation
en.wikipedia.org
https://en.wikipedia.org/wiki/California_Consumer_Privacy_Act
en.wikipedia.org
https://data.england.nhs.uk/dataset/a-e-synthetic-data
data.england.nhs.uk
https://www.nist.gov/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2018-differential-privacy-synthetic
nist.gov
https://www.nist.gov/ctl/pscr/open-innovation-prize-challenges/past-prize-challenges/2020-differential-privacy-temporal
nist.gov
https://arxiv.org/pdf/2011.07018.pdf
arxiv.org
https://dl.acm.org/doi/abs/10.1145/3374664.3375722
dl.acm.org
https://www.benthamsgaze.org/wp-content/uploads/2023/02/1-s2.0-S1532046421003063-ga1_lrg.jpg
benthamsgaze.org
https://www.sciencedirect.com/science/article/pii/S1532046421003063
sciencedirect.com
https://www.benthamsgaze.org/wp-content/uploads/2023/02/Screenshot-2023-02-28-at-14.26.21.png
benthamsgaze.org
https://arxiv.org/abs/2011.07018
arxiv.org
https://arxiv.org/abs/1802.06739
arxiv.org
https://github.com/nesl/nist_differential_privacy_synthetic_data_challenge
github.com
https://arxiv.org/abs/2106.12949
arxiv.org
https://dl.acm.org/doi/abs/10.1145/3134428
dl.acm.org
https://openreview.net/forum?id=S1zk9iRqF7
openreview.net
https://github.com/ganevgv/dp-generative-models
github.com
https://edps.europa.eu/sites/edp/files/publication/18-05-31_preliminary_opinion_on_privacy_by_design_en_0.pdf
edps.europa.eu
https://blog.lukaszolejnik.com/privacy-engineering-principles-recommended-by-nist/
blog.lukaszolejnik.com