Beyond Differential Privacy

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Beyond Data

Author : Elizabeth M. Renieris
Publisher : MIT Press
ISBN 13 : 0262373416
Total Pages : 237 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Beyond Data by : Elizabeth M. Renieris

Download or read book Beyond Data written by Elizabeth M. Renieris and published by MIT Press. This book was released on 2023-02-07 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: Why laws focused on data cannot effectively protect people—and how an approach centered on human rights offers the best hope for preserving human dignity and autonomy in a cyberphysical world. Ever-pervasive technology poses a clear and present danger to human dignity and autonomy, as many have pointed out. And yet, for the past fifty years, we have been so busy protecting data that we have failed to protect people. In Beyond Data, Elizabeth Renieris argues that laws focused on data protection, data privacy, data security and data ownership have unintentionally failed to protect core human values, including privacy. And, as our collective obsession with data has grown, we have, to our peril, lost sight of what’s truly at stake in relation to technological development—our dignity and autonomy as people. Far from being inevitable, our fixation on data has been codified through decades of flawed policy. Renieris provides a comprehensive history of how both laws and corporate policies enacted in the name of data privacy have been fundamentally incapable of protecting humans. Her research identifies the inherent deficiency of making data a rallying point in itself—data is not an objective truth, and what’s more, its “entirely contextual and dynamic” status makes it an unstable foundation for organizing. In proposing a human rights–based framework that would center human dignity and autonomy rather than technological abstractions, Renieris delivers a clear-eyed and radically imaginative vision of the future. At once a thorough application of legal theory to technology and a rousing call to action, Beyond Data boldly reaffirms the value of human dignity and autonomy amid widespread disregard by private enterprise at the dawn of the metaverse.

The Algorithmic Foundations of Differential Privacy

Author : Cynthia Dwork
Publisher :
ISBN 13 : 9781601988188
Total Pages : 286 pages
Book Rating : 4.9/5 (881 download)

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Book Synopsis The Algorithmic Foundations of Differential Privacy by : Cynthia Dwork

Download or read book The Algorithmic Foundations of Differential Privacy written by Cynthia Dwork and published by . This book was released on 2014 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The problem of privacy-preserving data analysis has a long history spanning multiple disciplines. As electronic data about individuals becomes increasingly detailed, and as technology enables ever more powerful collection and curation of these data, the need increases for a robust, meaningful, and mathematically rigorous definition of privacy, together with a computationally rich class of algorithms that satisfy this definition. Differential Privacy is such a definition. The Algorithmic Foundations of Differential Privacy starts out by motivating and discussing the meaning of differential privacy, and proceeds to explore the fundamental techniques for achieving differential privacy, and the application of these techniques in creative combinations, using the query-release problem as an ongoing example. A key point is that, by rethinking the computational goal, one can often obtain far better results than would be achieved by methodically replacing each step of a non-private computation with a differentially private implementation. Despite some powerful computational results, there are still fundamental limitations. Virtually all the algorithms discussed herein maintain differential privacy against adversaries of arbitrary computational power -- certain algorithms are computationally intensive, others are efficient. Computational complexity for the adversary and the algorithm are both discussed. The monograph then turns from fundamentals to applications other than query-release, discussing differentially private methods for mechanism design and machine learning. The vast majority of the literature on differentially private algorithms considers a single, static, database that is subject to many analyses. Differential privacy in other models, including distributed databases and computations on data streams, is discussed. The Algorithmic Foundations of Differential Privacy is meant as a thorough introduction to the problems and techniques of differential privacy, and is an invaluable reference for anyone with an interest in the topic.

Beyond Data

Author : Alessandro Mantelero
Publisher : Springer Nature
ISBN 13 : 9462655316
Total Pages : 215 pages
Book Rating : 4.4/5 (626 download)

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Book Synopsis Beyond Data by : Alessandro Mantelero

Download or read book Beyond Data written by Alessandro Mantelero and published by Springer Nature. This book was released on 2022-06-08 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book focuses on the impact of Artificial Intelligence (AI) on individuals and society from a legal perspective, providing a comprehensive risk-based methodological framework to address it. Building on the limitations of data protection in dealing with the challenges of AI, the author proposes an integrated approach to risk assessment that focuses on human rights and encompasses contextual social and ethical values. The core of the analysis concerns the assessment methodology and the role of experts in steering the design of AI products and services by business and public bodies in the direction of human rights and societal values. Taking into account the ongoing debate on AI regulation, the proposed assessment model also bridges the gap between risk-based provisions and their real-world implementation. The central focus of the book on human rights and societal values in AI and the proposed solutions will make it of interest to legal scholars, AI developers and providers, policy makers and regulators. Alessandro Mantelero is Associate Professor of Private Law and Law & Technology in the Department of Management and Production Engineering at the Politecnico di Torino in Turin, Italy.

Tutorials on the Foundations of Cryptography

Author : Yehuda Lindell
Publisher : Springer
ISBN 13 : 331957048X
Total Pages : 461 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Tutorials on the Foundations of Cryptography by : Yehuda Lindell

Download or read book Tutorials on the Foundations of Cryptography written by Yehuda Lindell and published by Springer. This book was released on 2017-04-05 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a graduate textbook of advanced tutorials on the theory of cryptography and computational complexity. In particular, the chapters explain aspects of garbled circuits, public-key cryptography, pseudorandom functions, one-way functions, homomorphic encryption, the simulation proof technique, and the complexity of differential privacy. Most chapters progress methodically through motivations, foundations, definitions, major results, issues surrounding feasibility, surveys of recent developments, and suggestions for further study. This book honors Professor Oded Goldreich, a pioneering scientist, educator, and mentor. Oded was instrumental in laying down the foundations of cryptography, and he inspired the contributing authors, Benny Applebaum, Boaz Barak, Andrej Bogdanov, Iftach Haitner, Shai Halevi, Yehuda Lindell, Alon Rosen, and Salil Vadhan, themselves leading researchers on the theory of cryptography and computational complexity. The book is appropriate for graduate tutorials and seminars, and for self-study by experienced researchers, assuming prior knowledge of the theory of cryptography.

Beyond Data Protection

Author : Noriswadi Ismail
Publisher : Springer Science & Business Media
ISBN 13 : 3642330819
Total Pages : 276 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Beyond Data Protection by : Noriswadi Ismail

Download or read book Beyond Data Protection written by Noriswadi Ismail and published by Springer Science & Business Media. This book was released on 2013-02-26 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book deals with data protection issues from practical viewpoints. 40% of the content focus on the Malaysian Personal Data Protection Act (PDPA) 2010 progress, whilst 60% of the content focus on leading comparative practical guidance from Europe. Part of the PDPA provisions is mirrored from European approaches and practices. The approach of this book is straightforward, handy and readable and is supplemented by practical applications, illustrations, tables and diagrams. Practical examples highlighted in this book range from cloud computing, radio frequency identification technology, social media networks and information security to basic related aspects of data protection issues covering strategic leadership, management, governance and audit in businesses, organisations and local authorities. Recommended best practices have been outlined for practical guidance accompanied with future challenges and opportunities for Malaysia and ASEAN. The book is equally suitable for academics, practitioners, governmental officials and regulators dealing with data protection within their sector-specific legislation.

Data Privacy Beyond Differential Privacy

Author : Zhiwei Steven Wu
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (133 download)

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Book Synopsis Data Privacy Beyond Differential Privacy by : Zhiwei Steven Wu

Download or read book Data Privacy Beyond Differential Privacy written by Zhiwei Steven Wu and published by . This book was released on 2017 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computing technologies today have made it much easier to gather personal data, ranging from GPS locations to medical records, from online behavior to social exchanges. As algorithms are constantly analyzing such detailed personal information for a wide range of computations, data privacy emerges as a paramount concern. As a strong, meaningful and rigorous notion of privacy, Differential Privacy has provided a powerful framework for designing data analysis algorithms with provable privacy guarantees. Over the past decade, there has been tremendous progress in the theory and algorithms for differential privacy, most of which consider the setting of centralized computation where a single, static database is subject to many data analyses. However, this standard framework does not capture many complex issues in modern computation. For example, the data might be distributed across self-interested agents, who may have incentive to misreport their data; and different individuals in the computation may have different expectations to privacy. The goal of this dissertation is to bring the rich theory of differential privacy to several computational problems in practice. We start by studying the problem of private counting query release for high-dimensional data, for which there are well-known computational hardness results. Despite the worst-case intractability barrier, we provide a solution with practical empirical performances by leveraging powerful optimization heuristics. Then we tackle problems within different social and economic settings, where the standard notion of differential privacy is not applicable. To that end, we use the perspective of differential privacy to design algorithms with meaningful privacy guarantees. (1) We provide privacy-preserving algorithms for solving a family of economic optimization problems under a strong relaxation of the standard definition of differential privacy--joint differential privacy. (2) We also show that (joint) differential privacy can serve as a novel tool for mechanism design when solving these optimization problems: Under our private mechanisms, the agents are incentivized to behave truthfully. (3) Finally, we consider the problem of using social network metadata to guide a search for some class of targeted individuals (for whom we cannot provide any meaningful privacy guarantees). We give a new variant of differential privacy--protected differential privacy--that guarantees differential privacy only for a subgroup of protected individuals. Under this privacy notion, we provide a family of algorithms for searching targeted individuals in the network while ensuring the privacy for the protected (un-targeted) ones.

Beyond Snowden

Author : Timothy H. Edgar
Publisher : Brookings Institution Press
ISBN 13 : 0815730640
Total Pages : 290 pages
Book Rating : 4.8/5 (157 download)

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Book Synopsis Beyond Snowden by : Timothy H. Edgar

Download or read book Beyond Snowden written by Timothy H. Edgar and published by Brookings Institution Press. This book was released on 2017-08-29 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: Safeguarding Our Privacy and Our Values in an Age of Mass Surveillance America’s mass surveillance programs, once secret, can no longer be ignored. While Edward Snowden began the process in 2013 with his leaks of top secret documents, the Obama administration’s own reforms have also helped bring the National Security Agency and its programs of signals intelligence collection out of the shadows. The real question is: What should we do about mass surveillance? Timothy Edgar, a long-time civil liberties activist who worked inside the intelligence community for six years during the Bush and Obama administrations, believes that the NSA’s programs are profound threat to the privacy of everyone in the world. At the same time, he argues that mass surveillance programs can be made consistent with democratic values, if we make the hard choices needed to bring transparency, accountability, privacy, and human rights protections into complex programs of intelligence collection. Although the NSA and other agencies already comply with rules intended to prevent them from spying on Americans, Edgar argues that the rules—most of which date from the 1970s—are inadequate for this century. Reforms adopted during the Obama administration are a good first step but, in his view, do not go nearly far enough. Edgar argues that our communications today—and the national security threats we face—are both global and digital. In the twenty first century, the only way to protect our privacy as Americans is to do a better job of protecting everyone’s privacy. Beyond Surveillance: Privacy, Mass Surveillance, and the Struggle to Reform the NSA explains both why and how we can do this, without sacrificing the vital intelligence capabilities we need to keep ourselves and our allies safe. If we do, we set a positive example for other nations that must confront challenges like terrorism while preserving human rights. The United States already leads the world in mass surveillance. It can lead the world in mass surveillance reform.

Beyond Fear

Author : Bruce Schneier
Publisher : Springer Science & Business Media
ISBN 13 : 0387217126
Total Pages : 293 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Beyond Fear by : Bruce Schneier

Download or read book Beyond Fear written by Bruce Schneier and published by Springer Science & Business Media. This book was released on 2006-05-10 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many of us, especially since 9/11, have become personally concerned about issues of security, and this is no surprise. Security is near the top of government and corporate agendas around the globe. Security-related stories appear on the front page everyday. How well though, do any of us truly understand what achieving real security involves? In Beyond Fear, Bruce Schneier invites us to take a critical look at not just the threats to our security, but the ways in which we're encouraged to think about security by law enforcement agencies, businesses of all shapes and sizes, and our national governments and militaries. Schneier believes we all can and should be better security consumers, and that the trade-offs we make in the name of security - in terms of cash outlays, taxes, inconvenience, and diminished freedoms - should be part of an ongoing negotiation in our personal, professional, and civic lives, and the subject of an open and informed national discussion. With a well-deserved reputation for original and sometimes iconoclastic thought, Schneier has a lot to say that is provocative, counter-intuitive, and just plain good sense. He explains in detail, for example, why we need to design security systems that don't just work well, but fail well, and why secrecy on the part of government often undermines security. He also believes, for instance, that national ID cards are an exceptionally bad idea: technically unsound, and even destructive of security. And, contrary to a lot of current nay-sayers, he thinks online shopping is fundamentally safe, and that many of the new airline security measure (though by no means all) are actually quite effective. A skeptic of much that's promised by highly touted technologies like biometrics, Schneier is also a refreshingly positive, problem-solving force in the often self-dramatizing and fear-mongering world of security pundits. Schneier helps the reader to understand the issues at stake, and how to best come to one's own conclusions, including the vast infrastructure we already have in place, and the vaster systems--some useful, others useless or worse--that we're being asked to submit to and pay for. Bruce Schneier is the author of seven books, including Applied Cryptography (which Wired called "the one book the National Security Agency wanted never to be published") and Secrets and Lies (described in Fortune as "startlingly lively...¦[a] jewel box of little surprises you can actually use."). He is also Founder and Chief Technology Officer of Counterpane Internet Security, Inc., and publishes Crypto-Gram, one of the most widely read newsletters in the field of online security.

Data Protection Beyond Borders

Author : Federico Fabbrini
Publisher : Bloomsbury Publishing
ISBN 13 : 1509940685
Total Pages : 260 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Data Protection Beyond Borders by : Federico Fabbrini

Download or read book Data Protection Beyond Borders written by Federico Fabbrini and published by Bloomsbury Publishing. This book was released on 2021-02-11 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: This timely book examines crucial developments in the field of privacy law, efforts by legal systems to impose their data protection standards beyond their borders and claims by states to assert sovereignty over data. By bringing together renowned international privacy experts from the EU and the US, the book provides an accurate analysis of key trends and prospects in the transatlantic context, including spaces of tensions and cooperation between the EU and the US in the field of data protection law. The chapters explore recent legal and policy developments both in the private and law enforcement sectors, including recent rulings by the Court of Justice of the EU dealing with Google and Facebook, recent legislative initiatives in the EU and the US such as the CLOUD Act and the e-evidence proposal, as well as ongoing efforts to strike a transatlantic deal in the field of data sharing. All of the topics are thoroughly examined and presented in an accessible way that will appeal to scholars in the fields of law, political science and international relations, as well as to a wider and non-specialist audience. The book is an essential guide to understanding contemporary challenges to data protection across the Atlantic.

Beyond the Worst-Case Analysis of Algorithms

Author : Tim Roughgarden
Publisher : Cambridge University Press
ISBN 13 : 1108494315
Total Pages : 705 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Beyond the Worst-Case Analysis of Algorithms by : Tim Roughgarden

Download or read book Beyond the Worst-Case Analysis of Algorithms written by Tim Roughgarden and published by Cambridge University Press. This book was released on 2021-01-14 with total page 705 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.

Ordinary Differential Equations: Basics and Beyond

Author : David G. Schaeffer
Publisher : Springer
ISBN 13 : 1493963899
Total Pages : 565 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Ordinary Differential Equations: Basics and Beyond by : David G. Schaeffer

Download or read book Ordinary Differential Equations: Basics and Beyond written by David G. Schaeffer and published by Springer. This book was released on 2016-11-10 with total page 565 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book develops the theory of ordinary differential equations (ODEs), starting from an introductory level (with no prior experience in ODEs assumed) through to a graduate-level treatment of the qualitative theory, including bifurcation theory (but not chaos). While proofs are rigorous, the exposition is reader-friendly, aiming for the informality of face-to-face interactions. A unique feature of this book is the integration of rigorous theory with numerous applications of scientific interest. Besides providing motivation, this synthesis clarifies the theory and enhances scientific literacy. Other features include: (i) a wealth of exercises at various levels, along with commentary that explains why they matter; (ii) figures with consistent color conventions to identify nullclines, periodic orbits, stable and unstable manifolds; and (iii) a dedicated website with software templates, problem solutions, and other resources supporting the text (www.math.duke.edu/ode-book). Given its many applications, the book may be used comfortably in science and engineering courses as well as in mathematics courses. Its level is accessible to upper-level undergraduates but still appropriate for graduate students. The thoughtful presentation, which anticipates many confusions of beginning students, makes the book suitable for a teaching environment that emphasizes self-directed, active learning (including the so-called inverted classroom).

Beyond Differential Privacy

Author : Ofer Mendelevitch
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (139 download)

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Book Synopsis Beyond Differential Privacy by : Ofer Mendelevitch

Download or read book Beyond Differential Privacy written by Ofer Mendelevitch and published by . This book was released on 2020 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in generative modeling, based on large scale deep neural networks, provide a novel approach for sharing individual-level datasets (micro-data) without privacy concerns. Unlike differential privacy, which enforces a specific query mechanism on data to ensure privacy, generative models can accurately learn the statistical patterns of such micro-data and then be used to generate ,Äúsynthetic data,Äù that accurately reflects these statistical patterns, yet contain none of the original data itself, and thus can be safely shared for analysis and modeling without compromising privacy. The successful application of these techniques to various industries including healthcare, finance, and autonomous vehicles is promising and results in continued investment in research and development of generative models in both academia and industry.

Beyond the Algorithm

Author : Deepa Das Acevedo
Publisher : Cambridge University Press
ISBN 13 : 1108487769
Total Pages : 237 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Beyond the Algorithm by : Deepa Das Acevedo

Download or read book Beyond the Algorithm written by Deepa Das Acevedo and published by Cambridge University Press. This book was released on 2020-11-05 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: Qualitative empirical research reveals that the narratives and real-life experiences defining gig work have concrete implications for law.

Beyond the HIPAA Privacy Rule

Author : Institute of Medicine
Publisher : National Academies Press
ISBN 13 : 0309124999
Total Pages : 334 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Beyond the HIPAA Privacy Rule by : Institute of Medicine

Download or read book Beyond the HIPAA Privacy Rule written by Institute of Medicine and published by National Academies Press. This book was released on 2009-03-24 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the realm of health care, privacy protections are needed to preserve patients' dignity and prevent possible harms. Ten years ago, to address these concerns as well as set guidelines for ethical health research, Congress called for a set of federal standards now known as the HIPAA Privacy Rule. In its 2009 report, Beyond the HIPAA Privacy Rule: Enhancing Privacy, Improving Health Through Research, the Institute of Medicine's Committee on Health Research and the Privacy of Health Information concludes that the HIPAA Privacy Rule does not protect privacy as well as it should, and that it impedes important health research.

Beyond Abortion

Author : Mary Ziegler
Publisher : Harvard University Press
ISBN 13 : 0674976703
Total Pages : 396 pages
Book Rating : 4.6/5 (749 download)

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Book Synopsis Beyond Abortion by : Mary Ziegler

Download or read book Beyond Abortion written by Mary Ziegler and published by Harvard University Press. This book was released on 2018-02-23 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: Roe's privacy rationale inspired left-leaning movements unrelated to abortion--around sexual orientation, class, gender, race, disability, and patient rights. But groups on the right used it as well, to attack government involvement in American life. Mary Ziegler's analysis shows that privacy belongs to no party or cause.

Handbook of Big Data and IoT Security

Author : Ali Dehghantanha
Publisher : Springer
ISBN 13 : 3030105431
Total Pages : 382 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Handbook of Big Data and IoT Security by : Ali Dehghantanha

Download or read book Handbook of Big Data and IoT Security written by Ali Dehghantanha and published by Springer. This book was released on 2019-03-22 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook provides an overarching view of cyber security and digital forensic challenges related to big data and IoT environment, prior to reviewing existing data mining solutions and their potential application in big data context, and existing authentication and access control for IoT devices. An IoT access control scheme and an IoT forensic framework is also presented in this book, and it explains how the IoT forensic framework can be used to guide investigation of a popular cloud storage service. A distributed file system forensic approach is also presented, which is used to guide the investigation of Ceph. Minecraft, a Massively Multiplayer Online Game, and the Hadoop distributed file system environment are also forensically studied and their findings reported in this book. A forensic IoT source camera identification algorithm is introduced, which uses the camera's sensor pattern noise from the captured image. In addition to the IoT access control and forensic frameworks, this handbook covers a cyber defense triage process for nine advanced persistent threat (APT) groups targeting IoT infrastructure, namely: APT1, Molerats, Silent Chollima, Shell Crew, NetTraveler, ProjectSauron, CopyKittens, Volatile Cedar and Transparent Tribe. The characteristics of remote-controlled real-world Trojans using the Cyber Kill Chain are also examined. It introduces a method to leverage different crashes discovered from two fuzzing approaches, which can be used to enhance the effectiveness of fuzzers. Cloud computing is also often associated with IoT and big data (e.g., cloud-enabled IoT systems), and hence a survey of the cloud security literature and a survey of botnet detection approaches are presented in the book. Finally, game security solutions are studied and explained how one may circumvent such solutions. This handbook targets the security, privacy and forensics research community, and big data research community, including policy makers and government agencies, public and private organizations policy makers. Undergraduate and postgraduate students enrolled in cyber security and forensic programs will also find this handbook useful as a reference.

Data Protection and Privacy, Volume 16

Author : Hideyuki Matsumi
Publisher : Bloomsbury Publishing
ISBN 13 : 1509975993
Total Pages : 317 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Data Protection and Privacy, Volume 16 by : Hideyuki Matsumi

Download or read book Data Protection and Privacy, Volume 16 written by Hideyuki Matsumi and published by Bloomsbury Publishing. This book was released on 2024-05-02 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the complexity and depths of our digital world by providing a selection of analyses and discussions from the 16th annual international conference on Computers, Privacy and Data Protection (CPDP): Ideas that Drive Our Digital World. The first half of the book focuses on issues related to the GDPR and data. These chapters provide a critical analysis of the 5-year history of the complex GDPR enforcement system, covering: codes of conduct as a potential co-regulation instrument for the market; an interdisciplinary approach to privacy assessment on synthetic data; the ethical implications of secondary use of publicly available personal data; and automating technologies and GDPR compliance. The second half of the book shifts focus to novel issues and ideas that drive our digital world. The chapters offer analyses on social and environmental sustainability of smart cities; reconstructing states as information platforms; stakeholder identification using the example of video-based Active and Assisted Living (AAL); and a human-centred approach to dark patterns. This interdisciplinary book takes readers on an intellectual journey into a wide range of issues and cutting-edge ideas to tackle our ever-evolving digital landscape.