Data privacy and data governance concepts and techniques Xiaofeng Meng

Format:

Book

Author/Creator:

Meng, Xiaofeng, 1964- author.

Series:

Big data management, 2522-0187

Big data management 2522-0187

Language:

Chinese

English

Subjects (All):

Data protection.

Data privacy.

Physical Description:

1 online resource

Place of Publication:

Singapore Springer 2026

Summary:

The book provides a systematic overview of data privacy and data governance from both conceptual and technical perspectives. The first section introduces the fundamentals of data privacy and data governance from a historical and systemic standpoint. Sections two through four focus on large-scale data collection, machine learning, and data ecosystem scenarios, respectively, providing an introduction to their corresponding technical foundations and summarizing key current issues and technological solutions. This book offers a fresh perspective on data privacy and data governance within the context of the new data ecosystem. It primarily explains technical concepts and algorithms, supplemented by case studies, in a balanced and informative manner. It is intended for both technical professionals seeking information and general readers interested in developing a basic understanding of data privacy and data governance, as well as cultivating data literacy. The translation was done with the help of artificial intelligence. A subsequent human revision was done primarily in terms of content

Contents:

Part I Fundamentals Chapter 1: Introduction

Chapter 2: Data Privacy

Chapter 3: Data Governance

Part II Privacy Protection Techniques Chapter 4: Differential Privacy

Chapter 5: Local Differential Privacy

Chapter 6: Hybrid Differential Privacy

Part IIII Privacy in Machine Learning Chapter 7: Privacy Protection in Machine Learning

Chapter 8: Privacy Protection in Federated Learning

Chapter 9: Machine Unlearning

Part IV Data Ecosystem and Data Governance Chapter 10: Data Market

Chapter 11: Data Monology

Chapter 12: Data Fairness

Chapter 13: Data Transparency

Notes:

Includes bibliographical references

Online resource; title from PDF title page (SpringerLink, viewed June 3, 2026)

Other Format:

Print version Meng, Xiaofeng Data Privacy and Data Governance

ISBN:

9789819557875

9819557879

OCLC:

1593769154

Access Restriction:

Restricted for use by site license