CITS » Lehre » Wintersemester 2020/2021

Seminar on Differential Privacy

Differential privacy is a relatively new concept that is increasingly being researched in both statistics and IT security.
In this seminar we will discuss Differential Privacy using a lecture script.

The seminar is aimed at students of the BSc. and MSc..

The date for the preliminary discussion is on Thursday 16.07.2020 at 4PM in Wasserstraße 221 Floor 4.

Seminar
Groups Time Room Start
H. Dette, A. May Thursday 16:00-17:00 Wasserstraße 221 Floor 4 05.11.2020

Literatur

We use the excellent lecture notes of
Aaron Roth, Cynthia Dwork, The Algorithmic Foundationsof Differential Privacy, 2014.

Talks
Date Speaker Topic Chapter Supervisor
05.11.2020 Tobias Pagel Basic Terms 2 ---
12.11.2020 Timo Glaser Basic Techniques 3.1-3.4 ---
19.11.2020 Martin Dunsche Composition Theorems 3.5-3.7 ---
26.11.2020 --- Releasing Linear Queries with Correlated Error 4 ---
03.12.2020 --- Generalizations 5 ---
10.12.2020 --- Boosting for Queries 6 ---
17.12.2020 --- When Worst-Case Sensitivity is Atypical 7 ---
10.12.2021 --- Lower Bounds and Separation Results 8 ---
14.01.2021 --- Differential Privacy and Computational Complexity 9 ---
21.01.2021 --- Differential Privacy and Mechanism Design 10 ---
28.01.2021 Carina Graw Differential Privacy and Machine Learning 11 ---
04.02.2021 --- Additional Models 12 ---

Regulations

In principle all participants are obliged to participate. Please contact us if you cannot participate.

The presentation should consist of a talk of about 45 minutes and a small teaching unit of about 15 minutes, in which exercises suitable for the topic will be presented.
The presentation can be held in English or German.

You will contact your supervisor independently at least 2 weeks before your presentation to demonstrate your understanding of the subject. If there are any problems of comprehension, these should be cleared up before this date, if necessary in consultation with your supervisor.

For your presentation you will write a short handout in LaTeX.

At the latest one week before your presentation you will present your handout and your presentation slides (if you use any) to your supervisor, and you will also have finished most of your presentation.


Failure to meet these deadlines without prior consultation will result in failure to pass the seminar.