Introduction to Data Privacy 2021/2022 /CoursesID:2780
- Most recent entry on 2022-02-03
Keywords: Privacy Differential Privacy K-anonymi learning on encrypted data

Organisational Unit

Lehrstuhl für Informatik 13 (Angewandte Kryptographie)

Recording type

Vorlesungsreihe

Language

English

More and more data about the people are collected and analyzed. Typical data collection points include web browsers, social networks, wearable devices, and also governments. These data are stored, processed, and analyzed to better understand the behavior and make better predictions for science, medicine, advertising, and contact tracing. However, most data contain private information that should remain private and not be shared with others, such as medical history, political views, sexual orientation, locations visited, etc.

In this class, we study the questions on how to grant access to and even allow the computation on collected data without harming the privacy of individuals. This class introduces privacy-preserving data accessing techniques, such as private information retrieval and (group) oblivious RAM. The second part of the lecture covers techniques for privacy-preserving data analytics, such as k-anonymity, l-diversity, and differential privacy. These techniques have many applications and are used by companies like Apple and Google to collect and analyze data.

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Kickoff, administration, formalities
Prof. Dr. Dominique Schröder
2021-10-28
IdM-login
00:29:29
2
Privacy matters, linking attacks, basic anonymization techniques
Prof. Dr. Dominique Schröder
2021-10-28
IdM-login
01:39:42
3
Preliminaries, hash functions, private- and public-key encryption
Prof. Dr. Dominique Schröder
2021-11-04
IdM-login
01:13:04
4
Preliminaries: public-key encryption, ElGamal, Chameleon hash functions, signature schemes
Prof. Dr. Dominique Schröder
2021-11-11
IdM-login
01:23:31
5
Private Information Retrieval
Prof. Dr. Dominique Schröder
2021-11-29
IdM-login
01:25:29
6
Oblivious RAM
Prof. Dr. Dominique Schröder
2021-12-02
IdM-login
01:32:03
7
Proof Systems
Prof. Dr. Dominique Schröder
2021-12-07
IdM-login
01:17:14
8
Zero-Knowledge
Prof. Dr. Dominique Schröder
2021-12-08
IdM-login
01:30:58
9
Group ORAM I/II
Prof. Dr. Dominique Schröder
2021-12-14
IdM-login
01:29:36
10
Group ORAM II
Prof. Dr. Dominique Schröder
2022-01-09
IdM-login
01:31:46
11
Group ORAM III
Prof. Dr. Dominique Schröder
2022-01-16
IdM-login
01:03:43
12
k-anonymity, l-diversity, differential privacy I
Prof. Dr. Dominique Schröder
2022-01-23
IdM-login
02:07:26
13
Differential privacy II
Prof. Dr. Dominique Schröder
2022-02-03
IdM-login
01:10:05

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