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Privacy Preserving Information Access

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Il corso è stato realizzato nell’ambito del progetto "ALMA - Advanced Learning Multimedia Alliance", Digital Education Hub finanziato dall’Unione europea – Next Generation EU, PNRR, Missione 4, Componente 1, Investimento 3.4 "Didattica e competenze universitarie avanzate".

Computer Science, Cybersecurity

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Privacy Preserving Information Access

Privacy Preserving Information Access

Loghi di finanziamento del progetto

Il corso è stato realizzato nell’ambito del progetto "ALMA - Advanced Learning Multimedia Alliance", Digital Education Hub finanziato dall’Unione europea – Next Generation EU, PNRR, Missione 4, Componente 1, Investimento 3.4 "Didattica e competenze universitarie avanzate".

Information

Course tags

Computer Science, Cybersecurity

Language

English

Price

Free

Modality

Self paced

Course open

28 febbraio 2026

Training hours

16

Certificate

Attendance Certificate

THE COURSE IS OPEN

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Description

The course introduces its participants to the concept of Privacy, emphasizing its ethical, legal, and economic importance in managing user data. It explores privacy's role in cybersecurity across various domains, such as databases, click logs, medical data, and geospatial information.

After covering the General Data Protection Regulation (GDPR), the course focuses on privacy techniques from microdata protection, differential privacy, and geomasking.

Educators

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Guglielmo Faggioli

Course outline

Privacy Preserving Information Access

Platform Guide: How to Navigate the MOOC

Welcome to the Course

Getting to know you

Module 1: Introduction

Introduction to the concept of privacy and its ethical, legal, and economic implications

Databases Background

Test your knowledge

Module 2: Introduction

Macrodata Protection

Microdata Protection

k-Anonymity

Test your knowledge

Module 3: Introduction

Differential Privacy

Differential Privacy Applications

Geomasking

Test your knowledge

Go further

Course evaluation

Introduction of the Course

1.1 Privacy definition

1.1 Ethical and economical aspects

1.1 GDPR

1.2 Introduction to Databases

1.2 Search Engines and Recommender Systems

2.1 What are macrodata?

2.1 How to protect macrodata?

2.1 Exercise 1 - Solution

2.2 What are microdata?

2.2 How to protect microdata?

2.2 Exercise 2 - Solution

2.3 k-anonymity

2.3 Beyond k-Anonimity: l-diversity

3.1 Introduction to Differential Privacy

3.1 Differentially Private mechanisms

3.2 Microsoft LDP

3.2 Google RAPPOR

3.2 Exercise - Solution

3.3 The importance of Geomasking

3.3 Heuristic approaches to Geomasking

3.3 Metric Differential Privacy

Summing up the Course

Learning outcomes

The overall goal of the course is to familiarize students with the concept of privacy and develop critical thinking and analytical skills to address various situations that may jeopardize the privacy of users of a digital system.

Prerequisites

Basic knowledge of mathematics, algebra, and statistics.

THE COURSE IS OPEN

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Target audience

CDS students and enthusiastic outsiders.

Enrolment and micro-credential

Pass with at least 70% of the questions on the final test. Online test with at least 18 multiple-choice questions.

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