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Questions tagged [privacy]

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2
votes
3answers
57 views

What is the best way for synthetic data generation while maintaining privacy?

For one of the projects where we are working as third party contractors, we need a way for the company to share some datasets which can be used for data science. It is not possible for the company to ...
6
votes
1answer
63 views

Un-learning a single training example from a trained model

I was going through the paper "The ML Test Score: A Rubric for ML Production Readiness and Technical Debt Reduction" by google on which suggests best practices for models in production. In a section ...
6
votes
3answers
790 views

Is it possible to use a generative model to “share” private data?

Let's say we have some data set, with lots of instances $X$ and a target $y$. If it is of some importance, you may assume that it is a "real life" data set : medium sized, with important correlations, ...
2
votes
0answers
13 views

DBMS or Software for privacy sensitive data

We have a dataset of very privacy sensitive people data and want to build a database with it. The data protection department in our company doesn't like the idea that the data scientists are able to ...
0
votes
0answers
161 views

Anonymizing the CSV data using Python Faker

To protect the sensitive customer data, I came across a useful python project faker. However, this project only generates the fake values after random iterations. Is it possible to anonymize the ...
1
vote
3answers
1k views

How to anonymize (de-identify) data in Python?

I have tried a simple algorithm to anonymize the data using the de-identification technique. But the code doesn't work for me. I want to anonymize the data by slightly changing the values of strings ...
0
votes
1answer
40 views

How to write custom de-identification algorithm in Python?

I have tried a simple algorithm to anonymize my data using the de-identification technique. But the code doesn't work for me. I want to anonymize the data by slightly changing the values. The data ...
2
votes
2answers
48 views

Privacy through moving averages?

I am considering the following hypothetical situation: I have a time series of data. In general, 'the public' should have access to features of this data. However, making the time series available ...
-1
votes
1answer
3k views

Obtaining datasets of photos of people and car license plates

Where can I legally obtain the following kinds of datasets for training an image recognition algorithm for commercial use? photos of people car license plates The privacy laws in Europe (Germany) ...
2
votes
0answers
59 views

Noisification of categorical data proportions for privacy-preservation

Imagine I'm conducting an ongoing poll asking people's favourite animal out of a list of animals, [cat, dog, penguin, chimpanzee, ...] etc. I want to provide an ...