Practical Synthetic Data Generation: Balancing Privacy and the Broad Availability of Data

Curated on Posted on by Stefaan Verhulst

Book by Khaled El Emam, Lucy Mosquera, and Richard Hoptroff: “Building and testing machine learning models requires access to large and diverse data. But where can you find usable datasets without running into privacy issues? This practical book introduces techniques for generating synthetic data—fake data generated from real data—so you can perform secondary analysis to do research, understand customer behaviors, develop new products, or generate new revenue.

Data scientists will learn how synthetic data generation provides a way to make such data broadly available for secondary purposes while addressing many privacy concerns. Analysts will learn the principles and steps for generating synthetic data from real datasets. And business leaders will see how synthetic data can help accelerate time to a product or solution.

This book describes:

  • Steps for generating synthetic data using multivariate normal distributions
  • Methods for distribution fitting covering different goodness-of-fit metrics
  • How to replicate the simple structure of original data
  • An approach for modeling data structure to consider complex relationships
  • Multiple approaches and metrics you can use to assess data utility
  • How analysis performed on real data can be replicated with synthetic data
  • Privacy implications of synthetic data and methods to assess identity disclosure…(More)”.

Narrative Change: How Changing the Story Can Transform Society, Business, and Ourselves

Curated on Posted on by Stefaan Verhulst

Book by Hans Hansen: “Texas prosecutors are powerful: in cases where they seek capital punishment, the defendant is sentenced to death over ninety percent of the time. When management professor Hans Hansen joined Texas’s newly formed death penalty defense team to rethink their approach, they faced almost insurmountable odds. Yet while Hansen was working with the office, they won seventy of seventy-one cases by changing the narrative for death penalty defense. To date, they have succeeded in preventing well over one hundred executions—demonstrating the importance of changing the narrative to change our world.

In this book, Hansen offers readers a powerful model for creating significant organizational, social, and institutional change. He unpacks the lessons of the fight to change capital punishment in Texas—juxtaposing life-and-death decisions with the efforts to achieve a cultural shift at Uber. Hansen reveals how narratives shape our everyday lives and how we can construct new narratives to enact positive change. This narrative change model can be used to transform corporate cultures, improve public services, encourage innovation, craft a brand, or even develop your own leadership.

Narrative Change provides an unparalleled window into an innovative model of change while telling powerful stories of a fight against injustice. It reminds us that what matters most for any organization, community, or person is the story we tell about ourselves—and the most effective way to shake things up is by changing the story….(More)”.

Digital Life

Curated on Posted on by Stefaan Verhulst

Book by Tim Markham: “Conventional wisdom suggests that the pervasiveness of digital media into our everyday lives is undermining cherished notions of politics and ethics. Is this concern unfounded?

In this daring new book, Tim Markham argues that what it means to live ethically and politically is realized through, not in spite of, the everyday experience of digital life. Drawing on a wide range of philosophers from Hegel and Heidegger to Levinas and Butler, he investigates what is really at stake amid the constant distractions of our media-saturated world, the way we present ourselves to that world through social media, and the relentless march of data into every aspect of our lives.

A provocation to think differently about digital media and what it is doing to us, Digital Life offers timely insights into distraction and compassion fatigue, privacy and surveillance, identity and solidarity. It is essential reading for scholars and advanced students of media and communication…(More)”.

Standards and Innovations in Information Technology and Communications

Curated on Posted on by Stefaan Verhulst

Book by Dina Šimunić and Ivica Pavić: “This book gives a thorough explanation of standardization, its processes, its life cycle, and its related organization on a national, regional and global level. The book provides readers with an insight in the interaction cycle between standardization organizations, government, industry, and consumers. The readers can gain a clear insight to standardization and innovation process, standards, and innovations life-cycle and the related organizations with all presented material in the field of information and communications technologies. The book introduces the reader to understand perpetual play of standards and innovation cycle, as the basis for the modern world.

  • Provides a thorough explanation of standardization and innovation in relation to communications engineering and information technology
  • Discusses the standardization and innovation processes and organizations on global, regional, and national levels
  • Interconnects standardization and innovation, showing the perpetual life-cycle that is the basis of technology progress…(More)”.

Strategies for Urban Network Learning: International Practices and Theoretical Reflections

Curated on Posted on by Stefaan Verhulst

Book edited by Leon van den Dool: This book presents international experiences in urban network learning. It is vital for cities to learn as it is necessary to constantly adapt and improve public performance and address complex challenges in a constantly changing environment. It is therefore highly relevant to gain more insight into how cities can learn. Cities address problems and challenges in networks of co-operation between existing and new actors, such as state actors, market players and civil society. This book presents various learning environments and methods for urban network learning, and aims to learn from experiences across the globe. How does learning take place in these urban networks? What factors and situations help or hinder these learning practices? Can we move from intuition to a strategy to improve urban network learning?…(More)”.

An Artificial Revolution: On Power, Politics and AI

Curated on Posted on by Stefaan Verhulst

Book by Ivana Bartoletti: “AI has unparalleled transformative potential to reshape society but without legal scrutiny, international oversight and public debate, we are sleepwalking into a future written by algorithms which encode regressive biases into our daily lives. As governments and corporations worldwide embrace AI technologies in pursuit of efficiency and profit, we are at risk of losing our common humanity: an attack that is as insidious as it is pervasive.

Leading privacy expert Ivana Bartoletti exposes the reality behind the AI revolution, from the low-paid workers who train algorithms to recognise cancerous polyps, to the rise of data violence and the symbiotic relationship between AI and right-wing populism.

Impassioned and timely, An Artificial Revolution is an essential primer to understand the intersection of technology and geopolitical forces shaping the future of civilisation, and the political response that will be required to ensure the protection of democracy and human rights….(More)”.

Collaborative Society

Curated on Posted on by Stefaan Verhulst

Book by Dariusz Jemielniak and Aleksandra Przegalinska: “Humans are hard-wired for collaboration, and new technologies of communication act as a super-amplifier of our natural collaborative mindset. This volume in the MIT Press Essential Knowledge series examines the emergence of a new kind of social collaboration enabled by networked technologies. This new collaborative society might be characterized as a series of services and startups that enable peer-to-peer exchanges and interactions though technology. Some believe that the economic aspects of the new collaboration have the potential to make society more equitable; others see collaborative communities based on sharing as a cover for social injustice and user exploitation.

The book covers the “sharing economy,” and the hijacking of the term by corporations; different models of peer production, and motivations to participate; collaborative media production and consumption, the definitions of “amateur” and “professional,” and the power of memes; hactivism and social movements, including Anonymous and anti-ACTA protest; collaborative knowledge creation, including citizen science; collaborative self-tracking; and internet-mediated social relations, as seen in the use of Instagram, Snapchat, and Tinder. Finally, the book considers the future of these collaborative tendencies and the disruptions caused by fake news, bots, and other challenges….(More)”.

Lie Machines: How to Save Democracy from Troll Armies, Deceitful Robots, Junk News Operations, and Political Operatives

Curated on Posted on by Stefaan Verhulst

Book by Philip N. Howard: “Artificially intelligent “bot” accounts attack politicians and public figures on social media. Conspiracy theorists publish junk news sites to promote their outlandish beliefs. Campaigners create fake dating profiles to attract young voters. We live in a world of technologies that misdirect our attention, poison our political conversations, and jeopardize our democracies. With massive amounts of social media and public polling data, and in-depth interviews with political consultants, bot writers, and journalists, Philip N. Howard offers ways to take these “lie machines” apart.
 
Lie Machines is full of riveting behind-the-scenes stories from the world’s biggest and most damagingly successful misinformation initiatives—including those used in Brexit and U.S. elections. Howard not only shows how these campaigns evolved from older propaganda operations but also exposes their new powers, gives us insight into their effectiveness, and explains how to shut them down…(More)”.

Public Service and Good Governance for the Twenty-First Century

Curated on Posted on by Stefaan Verhulst

Book edited by James L. Perry: “Two big ideas serve as the catalyst for the essays collected in this book. The first is the state of governance in the United States, which Americans variously perceive as broken, frustrating, and unresponsive. Editor James Perry observes in his Introduction that this perception is rooted in three simultaneous developments: government’s failure to perform basic tasks that once were taken for granted, an accelerating pace of change that quickly makes past standards of performance antiquated, and a dearth of intellectual capital that generate the capacity to bridge the gulf between expectations and performance. The second idea hearkens back to the Progressive era, when Americans revealed themselves to be committed to better administration of their government at all levels—federal, state, and local.

These two ideas—the diminishing capacity for effective governance and Americans’ expectations for reform—are veering in opposite directions. Contributors to Public Service and Good Governance for the Twenty-First Century explore these central ideas by addressing such questions as: what is the state of government today? Can future disruptions of governance and public service be anticipated? What forms of government will emerge from the past and what institutions and structures will be needed to meet future challenges? And lastly, and perhaps most importantly, what knowledge, skills, and abilities will need to be fostered for tomorrow’s civil servants to lead and execute effectively?

Public Service and Good Governance for the Twenty-First Century offers recommendations for bending the trajectories of governance capacity and reform expectations toward convergence, including reversing the trend of administrative disinvestment, developing talent for public leadership through higher education, creating a federal civil service to meet future needs, and rebuilding bipartisanship so that the sweeping changes needed to restore good government become possible….(More)”

Is Law Computable? Critical Perspectives on Law and Artificial Intelligence

Curated on Posted on by Stefaan Verhulst

Book edited by Simon Deakin and Christopher Markou: “What does computable law mean for the autonomy, authority, and legitimacy of the legal system? Are we witnessing a shift from Rule of Law to a new Rule of Technology? Should we even build these things in the first place?

This unique volume collects original papers by a group of leading international scholars to address some of the fascinating questions raised by the encroachment of Artificial Intelligence (AI) into more aspects of legal process, administration, and culture. Weighing near-term benefits against the longer-term, and potentially path-dependent, implications of replacing human legal authority with computational systems, this volume pushes back against the more uncritical accounts of AI in law and the eagerness of scholars, governments, and LegalTech developers, to overlook the more fundamental – and perhaps ‘bigger picture’ – ramifications of computable law…(More)”