How Differential Privacy Useful in Deep Learning??

Jalpesh Vasa @Jalpesh-Vasa

30 September 2021 1 189 Report

As Proposed by Cynthia Dwork, A Differential privacy gain a lots of attention nowadays in the field of Data Privacy.

Also, there are various version of Differential Privacy(DP), Mainly used either Local DP or Global DP.

Can anyone suggest Which DP is best/good for which Data Types??

Len Leonid Mizrah

Dear Jalpesh Vasa,

You may want to review the following relevant info:

The General Data Protection Regulation (GDPR) is a robust privacy law that was created by the European Union (EU) in 2016 and became effective in 2018. ... The purpose of the GDPR is to update digital security for the citizens of the EU by giving them a higher level of control on the personal information they share online.

There are two primary types: Non-sensitive PII — Information that is already in the public record, such as a phone book and online directory. Non-personally identifiable information (non-PII) — Data that cannot be used to identify a person. Examples include device IDs or cookies.

What are the 3 data privacy principles?

Principles of Transparency, Legitimate Purpose and Proportionality. The processing of personal data shall be allowed subject to adherence to the principles of transparency, legitimate purpose, and proportionality.

Data privacy, sometimes also referred to as information privacy, is an area of data protection that concerns the proper handling of sensitive data including, notably, personal data[1] but also other confidential data, such as certain financial data and intellectual property data, to meet regulatory requirements as well ...

The UK GDPR sets out seven key principles:

Lawfulness, fairness and transparency.
Purpose limitation.
Data minimization.
Accuracy.
Storage limitation.
Integrity and confidentiality (security)
Accountability.

What Are the Eight Principles of the Data Protection Act?

Fair and Lawful Use, Transparency. The principle of this first clause is simple. ...
Specific for Intended Purpose. ...
Minimum Data Requirement. ...
Need for Accuracy. ...
Data Retention Time Limit. ...
The right to be forgotten. ...
Ensuring Data Security. ...
Accountability.

https://www.privacy.gov.ph/implementing-rules-regulations-data-privacy-act-2012/

https://www.privacypolicies.com/blog/global-privacy-laws-explained/

https://dataprivacymanager.net/5-things-you-need-to-know-about-data-privacy/

https://iapp.org/news/a/the-case-for-a-global-data-privacy-adequacy-standard/

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