Programming Differential Privacy.

Format:

Book

Author/Creator:

Near, Joseph P, author.

Abuah, Chiké, author.

Language:

English

Subjects (All):

Cryptography--Textbooks.

Cryptography.

Computer science--Textbooks.

Computer science.

Physical Description:

1 online resource

Place of Publication:

Burlington, Vermont Joseph P. Near and Chiké Abuah [2025]

Language Note:

In English.

Summary:

This book offers a hands-on introduction to differential privacy, combining formal foundations with executable code and practical design patterns. The material has evolved through lecture notes, workshops, and collaborations with academics and practitioners, gradually expanding to cover both classical and modern topics.

Contents:

• Cover

• Front Matter

• Introduction

• De-Identification

• K-Anonymity

• Differential Privacy

• Properties Of Differential Privacy

• Sensitivity

• Approximate Differential Privacy

• Local Sensitivity

• Variants Of Differential Privacy

• The Exponential Mechanism

• The Sparse Vector Technique

• Design & Deployment

• Machine Learning

• Local Differential Privacy

• Synthetic Data

• Efficiency & Limitations

• Further Reading

• License

Notes:

Description based on online resource