Algorithms for Decision Making


Book by Mykel J. Kochenderfer, Tim A. Wheeler and Kyle H. Wray: “Automated decision-making systems or decision-support systems—used in applications that range from aircraft collision avoidance to breast cancer screening—must be designed to account for various sources of uncertainty while carefully balancing multiple objectives. This textbook provides a broad introduction to algorithms for decision making under uncertainty, covering the underlying mathematical problem formulations and the algorithms for solving them.

The book first addresses the problem of reasoning about uncertainty and objectives in simple decisions at a single point in time, and then turns to sequential decision problems in stochastic environments where the outcomes of our actions are uncertain. It goes on to address model uncertainty, when we do not start with a known model and must learn how to act through interaction with the environment; state uncertainty, in which we do not know the current state of the environment due to imperfect perceptual information; and decision contexts involving multiple agents. The book focuses primarily on planning and reinforcement learning, although some of the techniques presented draw on elements of supervised learning and optimization. Algorithms are implemented in the Julia programming language. Figures, examples, and exercises convey the intuition behind the various approaches presented…(More)”

The New Moral Mathematics


Book Review by Kieran Setiya: “Space is big,” wrote Douglas Adams in The Hitchhiker’s Guide to the Galaxy (1979). “You just won’t believe how vastly, hugely, mind-bogglingly big it is. I mean, you may think it’s a long way down the road to the chemist’s, but that’s just peanuts to space.”

What we do now affects future people in dramatic ways—above all, whether they will exist at all.

Time is big, too—even if we just think on the timescale of a species. We’ve been around for approximately 300,000 years. There are now about 8 billion of us, roughly 15 percent of all humans who have ever lived. You may think that’s a lot, but it’s just peanuts to the future. If we survive for another million years—the longevity of a typical mammalian species—at even a tenth of our current population, there will be 8 trillion more of us. We’ll be outnumbered by future people on the scale of a thousand to one.

What we do now affects those future people in dramatic ways: whether they will exist at all and in what numbers; what values they embrace; what sort of planet they inherit; what sorts of lives they lead. It’s as if we’re trapped on a tiny island while our actions determine the habitability of a vast continent and the life prospects of the many who may, or may not, inhabit it. What an awful responsibility.

This is the perspective of the “longtermist,” for whom the history of human life so far stands to the future of humanity as a trip to the chemist’s stands to a mission to Mars.

Oxford philosophers William MacAskill and Toby Ord, both affiliated with the university’s Future of Humanity Institute, coined the word “longtermism” five years ago. Their outlook draws on utilitarian thinking about morality. According to utilitarianism—a moral theory developed by Jeremy Bentham and John Stuart Mill in the nineteenth century—we are morally required to maximize expected aggregate well-being, adding points for every moment of happiness, subtracting points for suffering, and discounting for probability. When you do this, you find that tiny chances of extinction swamp the moral mathematics. If you could save a million lives today or shave 0.0001 percent off the probability of premature human extinction—a one in a million chance of saving at least 8 trillion lives—you should do the latter, allowing a million people to die.

Now, as many have noted since its origin, utilitarianism is a radically counterintuitive moral view. It tells us that we cannot give more weight to our own interests or the interests of those we love than the interests of perfect strangers. We must sacrifice everything for the greater good. Worse, it tells us that we should do so by any effective means: if we can shave 0.0001 percent off the probability of human extinction by killing a million people, we should—so long as there are no other adverse effects.

But even if you think we are allowed to prioritize ourselves and those we love, and not allowed to violate the rights of some in order to help others, shouldn’t you still care about the fate of strangers, even those who do not yet exist? The moral mathematics of aggregate well-being may not be the whole of ethics, but isn’t it a vital part? It belongs to the domain of morality we call “altruism” or “charity.” When we ask what we should do to benefit others, we can’t ignore the disquieting fact that the others who occupy the future may vastly outnumber those who occupy the present, and that their very existence depends on us.

From this point of view, it’s an urgent question how what we do today will affect the further future—urgent especially when it comes to what Nick Bostrom, the philosopher who directs the Future of Humanity Institute, calls the “existential risk” of human extinction. This is the question MacAskill takes up in his new book, What We Owe the Future, a densely researched but surprisingly light read that ranges from omnicidal pandemics to our new AI overlords without ever becoming bleak…(More)”.

Designing Data Spaces: The Ecosystem Approach to Competitive Advantage


Open access book edited by Boris Otto, Michael ten Hompel, and Stefan Wrobel: “…provides a comprehensive view on data ecosystems and platform economics from methodical and technological foundations up to reports from practical implementations and applications in various industries.

To this end, the book is structured in four parts: Part I “Foundations and Contexts” provides a general overview about building, running, and governing data spaces and an introduction to the IDS and GAIA-X projects. Part II “Data Space Technologies” subsequently details various implementation aspects of IDS and GAIA-X, including eg data usage control, the usage of blockchain technologies, or semantic data integration and interoperability. Next, Part III describes various “Use Cases and Data Ecosystems” from various application areas such as agriculture, healthcare, industry, energy, and mobility. Part IV eventually offers an overview of several “Solutions and Applications”, eg including products and experiences from companies like Google, SAP, Huawei, T-Systems, Innopay and many more.

Overall, the book provides professionals in industry with an encompassing overview of the technological and economic aspects of data spaces, based on the International Data Spaces and Gaia-X initiatives. It presents implementations and business cases and gives an outlook to future developments. In doing so, it aims at proliferating the vision of a social data market economy based on data spaces which embrace trust and data sovereignty…(More)”.

How Minds Change


Book by  David McRaney: “What made a prominent conspiracy-theorist YouTuber finally see that 9/11 was not a hoax? How do voter opinions shift from neutral to resolute? Can widespread social change only take place when a generation dies out? From one of our greatest thinkers on reasoning, HOW MINDS CHANGE is a book about the science, and the experience, of transformation.
 
When self-delusion expert and psychology nerd David McRaney began a book about how to change someone’s mind in one conversation, he never expected to change his own. But then a diehard 9/11 Truther’s conversion blew up his theories—inspiring him to ask not just how to persuade, but why we believe, from the eye of the beholder. Delving into the latest research of psychologists and neuroscientists, HOW MINDS CHANGE explores the limits of reasoning, the power of groupthink, and the effects of deep canvassing. Told with McRaney’s trademark sense of humor, compassion, and scientific curiosity, it’s an eye-opening journey among cult members, conspiracy theorists, and political activists, from Westboro Baptist Church picketers to LGBTQ campaigners in California—that ultimately challenges us to question our own motives and beliefs. In an age of dangerous conspiratorial thinking, can we rise to the occasion with empathy?
 
An expansive, big-hearted journalistic narrative, HOW MINDS CHANGE reaches surprising and thought-provoking conclusions, to demonstrate the rare but transformative circumstances under which minds can change…(More)”.

Artificial Intelligence and Democracy


Open Access Book by Jérôme Duberry on “Risks and Promises of AI-Mediated Citizen–Government Relations….What role does artificial intelligence (AI) play in the citizen–government rela-tions? Who is using this technology and for what purpose? How does the use of AI influence power relations in policy-making, and the trust of citizens in democratic institutions? These questions led to the writing of this book. While the early developments of e-democracy and e-participation can be traced back to the end of the 20th century, the growing adoption of smartphones and mobile applications by citizens, and the increased capacity of public adminis-trations to analyze big data, have enabled the emergence of new approaches. Online voting, online opinion polls, online town hall meetings, and online dis-cussion lists of the 1990s and early 2000s have evolved into new generations of policy-making tactics and tools, enabled by the most recent developments in information and communication technologies (ICTs) (Janssen & Helbig, 2018). Online platforms, advanced simulation websites, and serious gaming tools are progressively used on a larger scale to engage citizens, collect their opinions, and involve them in policy processes…(More)”.

Rules: A Short History of What We Live By


Book by Lorraine Daston: “Rules order almost every aspect of our lives. They set our work hours, dictate how we drive and set the table, tell us whether to offer an extended hand or cheek in greeting, and organize the rites of life, from birth through death. We may chafe under the rules we have, and yearn for ones we don’t, yet no culture could do without them. In Rules, historian Lorraine Daston traces their development in the Western tradition and shows how rules have evolved from ancient to modern times. Drawing on a rich trove of examples, including legal treatises, cookbooks, military manuals, traffic regulations, and game handbooks, Daston demonstrates that while the content of rules is dazzlingly diverse, the forms that they take are surprisingly few and long-lived.

Daston uncovers three enduring kinds of rules: the algorithms that calculate and measure, the laws that govern, and the models that teach. She vividly illustrates how rules can change—how supple rules stiffen, or vice versa, and how once bothersome regulations become everyday norms. Rules have been devised for almost every imaginable activity and range from meticulous regulations to the laws of nature. Daston probes beneath this variety to investigate when rules work and when they don’t, and why some philosophical problems about rules are as ancient as philosophy itself while others are as modern as calculating machines….(More)”.

Datafication of Public Opinion and the Public Sphere


Book by Slavko Splichal: “The book, anchored in stimulating debates about the Enlightenment ideas of publicness, analyses historical changes in the core phenomena of publicness: possibilities, conditions and obstacles to developing a public sphere in which the public reflexively creates, articulates and expresses public opinion. It is focused on the historical transformation from “public use of reason” through the identification of “public opinion” in opinion polls to contemporary opinion mining, in which the Enlightenment idea of public expression of opinion has been displaced by the technology of extracting opinions. It heralds a new critical impetus in theory and research of publicness at a time when critical social thought is sharply criticising and even abandoning the notion of the public sphere, much like the notion of public opinion decades ago, due to its predominantly administrative use…(More)”.

Your Boss Is an Algorithm: Artificial Intelligence, Platform Work and Labour


Book by Antonio Aloisi and Valerio De Stefano: “What effect do robots, algorithms, and online platforms have on the world of work? Using case studies and examples from across the EU, the UK, and the US, this book provides a compass to navigate this technological transformation as well as the regulatory options available, and proposes a new map for the era of radical digital advancements.

From platform work to the gig-economy and the impact of artificial intelligence, algorithmic management, and digital surveillance on workplaces, technology has overwhelming consequences for everyone’s lives, reshaping the labour market and straining social institutions. Contrary to preliminary analyses forecasting the threat of human work obsolescence, the book demonstrates that digital tools are more likely to replace managerial roles and intensify organisational processes in workplaces, rather than opening the way for mass job displacement.

Can flexibility and protection be reconciled so that legal frameworks uphold innovation? How can we address the pervasive power of AI-enabled monitoring? How likely is it that the gig-economy model will emerge as a new organisational paradigm across sectors? And what can social partners and political players do to adopt effective regulation?

Technology is never neutral. It can and must be governed, to ensure that progress favours the many. Digital transformation can be an essential ally, from the warehouse to the office, but it must be tested in terms of social and political sustainability, not only through the lenses of economic convenience. Your Boss Is an Algorithm offers a guide to explore these new scenarios, their promises, and perils…(More)”

Radical Friends: Decentralised Autonomous Organisations and the Arts


Book edited by Ruth Catlow and Penny Rafferty: “In recent years DAOs have been heralded as a powerful stimulus for experimentation to reshape new cultural value systems for interdependence, cooperation, and care. At a time when the mainstream artworld is focused on NFTs, this book refocuses attention toward DAOs as potentially the most radical blockchain technology for the arts, in the long term. Contributors engage with both past and emergent methodologies for building resilient and mutable systems for scale-free mutual aid. Collectively, the book aims to evoke and conjure new imaginative communities, and to share the practices and blueprints for the vehicles to get there…(More)”.

The Secret Language of Maps


Book by Carissa Carter: “Maps aren’t just geographic, they are also infographic and include all types of frameworks and diagrams. Any figure that sorts data visually and presents it spatially is a map. Maps are ways of organizing information and figuring out what’s important. Even stories can be mapped! The Secret Language of Maps provides a simple framework to deconstruct existing maps and then shows you how to create your own.

An embedded mystery story about a woman who investigates the disappearance of an old high school friend illustrates how to use different maps to make sense of all types of information. Colorful illustrations bring the story to life and demonstrate how the fictional character’s collection of data, properly organized and “mapped,” leads her to solve the mystery of her friend’s disappearance.

You’ll learn how to gather data, organize it, and present it to an audience. You’ll also learn how to view the many maps that swirl around our daily lives with a critical eye, aware of the forces that are in play for every creator…(More)”.