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Fattah Y: Causal Inference with Bayesian
Networks

Causal Inference with Bayesian Networks

Build Bayesian Networks and Causal Inference Models with R and Python

A dramatic new future of work in which managers assemble exactly the expertise they need—within minutes. A USA Today Bestseller Thinkers50 Talent Award Shortlist The Next Big Idea Club: “October 2025 Must-Read Books” 2026 PROSE Award Winner: Business, Finance, and Management 2026 Axiom Business Book Awards: Gold Medal, Business Disruption/Reinvention Shortlisted for the 2026 getAbstract International Book Award, Business Impact category "If you’ve ever wished you could assemble your version of The Avengers at work, this book will help you make it happen.” —Adam Grant, #1 New York Times-bestselling author of Think Again and host of the podcast Re:Thinking Gone are the days of static organizational charts and staffing based on the manager’s rolodex and intuition. Now you can recruit any expertise you need from a global online network within minutes: an on-demand, on-the-spot expert at the exact moment that you need their help. You can right-size their involvement, too; some of those experts give a second opinion or a moment of brainstorming, whereas others join as full-fledged team members for a sustained collaborative effort. This is the future promised by flash teams, a model that The New York Times has already praised for its “revolutionary potential”: a world where experts are available anytime and everywhere, where remote work has become a norm, and where AI is in the loop to guide team decisions. In Flash Teams, award-winning management scholar Melissa Valentine and computer scientist Michael Bernstein chart the opportunities of flash teams and navigate the challenges that teams and managers will face. They distill lessons from their own work assembling and managing flash teams on demand that every manager can learn from so they can successfully use flash teams in their own organizations. Drawing on original research and industry examples, this book will help readers to: <ul><li>Recognize and source needed expertise within minutes</li><li>Anticipate and plan team designs with AI</li><li>Redesign team structures on the fly as projects evolve</li></ul> Industries are already being transformed by this new approach to teaming. Flash Teams arms leaders, managers, and entrepreneurs with the tools they need to accomplish their goals with confidence, speed, and agility.

Leading the Future of AI-Enhanced, On-Demand Work

Flash Teams

Outlining three phases in the history of 'law, regulation, and technology' (LRT) as a scholarly discipline, this book anticipates its next phase through the elaboration of a new jurisprudence centred on governance, and the aspiration for good governance.In the first phase, it is advances in genetics and the development of the Internet that attract legal interest. In the second phase, and in the context of a raft of emerging technologies, the book identifies three recognisable lines of inquiry. One focuses on the juridical application of traditional legal rules, principles, concepts, and classifications to these technologies. Another explores the political challenges of regulating new technologies. And a third line of inquiry focuses on the ways in which new tools might be applied for the more effective and efficient performance of legal and regulatory functions. In the context of an extensive and expanding reliance on new technologies being applied for the purposes of governance, the third phase of LRT, the book argues, demands a new approach. It is time to treat law and regulation as particular modalities of governance-according to which it must be asked, for example, whether governance must be by rules, whether the rule of law is fit for purpose, and whether the separation of powers is conducive to good governance. In short, the book argues, this third-and emerging-phase of LRT demands nothing less than a new jurisprudence of governance in general, hybrid (rule and tool) governance in particular, and always the aspiration for good governance.This book will appeal to legal researchers and postgraduates in the burgeoning field of LRT, as well as to jurists who are interested in the challenge new technologies present to traditional debates about the nature of law.

Towards a New Jurisprudence of Governance

The Evolution of Law, Regulation, and Technology

This open access book critically analyses a wide range of consumer law issues generated or exacerbated by the Internet of Things. The Internet of Things challenges many of the dichotomies which have shaped current laws: goods-services, hardware-software, tangible-intangible, online-offline. The book focuses on 4 specific challenges: things-as-service, liability, bricking of physical devices through software control, and the potential for enhanced personalisation, especially for digital assistants. The chapters analyse specific applications such as smart homes, connected cars, and consumer wearables with a view to providing innovative solutions to the new challenges posed by the Internet of Things, and to steer the development of the Internet of Things in a fairer direction. As well as offering an important analysis of the potential for smart consumer laws in the Internet of Things, the book also provides important insights into the growing divergence between Germany's and the UK's consumer laws since Brexit. The ebook editions of this book are available open access under a CC BY 4.0 licence on bloomsburycollections.com. Open access was funded by UKRI (Arts and Humanities Research Council) and the German Research Foundation (DFG).

Lessons from Germany and the United Kingdom

From Smart Technologies to Smart Consumer Law

De Gruyter Studium

Die drei Teile der "Informatik - Einführung" decken alle Inhalte des kompletten Informatik-Bachelorstudiums ab. Die einzelnen Teile sind auf die Inhalte der einzelnen Semester abgestimmt. Jeder Teil liefert unabhängig die Grundlagen für die jeweiligen Themen. Durch seinen didaktischen Aufbau mit Aufgaben ist das Buch auf die Bachelorstudierenden abgestimmt. Durch seine anschauliche Darstellund sowie Beispiele aus der Praxis holt es die Einsteiger bei deren Wissensstand ab. Der erste Band der Informatik erklärt die grundlegenden Konzepte: Programmierung, Algorithmen und Datenstrukturen. Der dritte und letzte Band der Buchreihe Informatik ist der Theoretischen Informatik gewidmet. Das Buch richtet sich an alle Einsteiger, die sich ernsthaft mit Informatik beschäftigen wollen, sei es zum Selbststudium oder zur Begleitung von Vorlesungen. In den folgenden Bänden dieses Buches werden die Themen, Rechnerarchitektur, Betriebssysteme, Rechnernetze, Internet, Compilerbau und Theoretische Informatik vertieft. Prof. Dr. Heinz-Peter Gumm ist Professor für Theoretische Informatik in Marburg. Nach dem Studium in Darmstadt und Winnipeg (Kanada) von 1970 bis 1975 und der Habilitation 1981 folgten Professuren in Hawaii, Kalifornien und New York. Seine Forschungsgebiete sind Formale Methoden, Allgemeine Algebren und Coalgebren. Prof. Dr. Manfred Sommer ist emeritierter Professor für Praktische Informatik in Marburg. Nach dem Studium in Göttingen und München von 1964 bis 1969, war er Assistent am ersten Informatik-Institut in Deutschland an der TU München. Es folgten zehn Jahre bei Siemens in München und von 1984 bis 2014 war er Informatik-Professor in Marburg.

Die drei Teile der "Informatik - Einführung" decken alle Inhalte des kompletten Informatik-Bachelorstudiums ab. Die einzelnen Teile sind auf die Inhalte der einzelnen Semester abgestimmt. Jeder Teil liefert unabhängig die Grundlagen für die jeweiligen Themen. Durch seinen didaktischen Aufbau mit Aufgaben ist das Buch auf die Bachelorstudierenden abgestimmt. Durch seine anschauliche Darstellund sowie Beispiele aus der Praxis holt es die Einsteiger bei deren Wissensstand ab. Der erste Band
 der 
 Informatik
 erklärt die grundlegenden Konzepte: Programmierung, Algorithmen und Datenstrukturen. Der 
 dritte und letzte Band
 der Buchreihe Informatik ist der Theoretischen Informatik gewidmet. 
 Das Buch richtet sich an alle Einsteiger, die sich ernsthaft mit Informatik beschäftigen wollen, sei es zum Selbststudium oder zur Begleitung von Vorlesungen. In den folgenden Bänden dieses Buches werden die Themen, Rechnerarchitektur, Betriebssysteme, Rechnernetze, Internet, Compilerbau und Theoretische Informatik vertieft. Prof. Dr. Heinz-Peter Gumm ist Professor für Theoretische Informatik in Marburg. Nach dem Studium in Darmstadt und Winnipeg (Kanada) von 1970 bis 1975 und der Habilitation 1981 folgten Professuren in Hawaii, Kalifornien und New York. Seine Forschungsgebiete sind Formale Methoden, Allgemeine Algebren und Coalgebren. Prof. Dr. Manfred Sommer ist emeritierter Professor für Praktische Informatik in Marburg. Nach dem Studium in Göttingen und München von 1964 bis 1969, war er Assistent am ersten Informatik-Institut in Deutschland an der TU München. Es folgten zehn Jahre bei Siemens in München und von 1984 bis 2014 war er Informatik-Professor in Marburg.

Rechnerarchitektur, Betriebssysteme, Rechnernetze und Künstliche Intelligenz

Informatik

The MIT Press Essential Knowledge series

How tech companies, journalists, and policymakers can prevent AI decision-making from going wrong. Our lives are increasingly governed by automated systems influencing everything from medical care to policing to employment opportunities, but researchers and investigative journalists have proven that AI systems regularly get things wrong. Auditing AI is a first-of-its-kind exploration of why and how to audit artificial intelligence systems. It offers a simple roadmap for using AI audits to make product and policy changes that benefit companies and the public alike. The book aims to convince readers that AI systems should be subject to robust audits to protect all of us from the dangers of these systems. Readers will come away with an understanding of what an AI audit is, why AI audits are important, key components of an audit that follows best practices, how to interpret an audit, and the available choices to act on an audit’s results. The book is organized around canonical examples: from AI-powered drones mistakenly targeting civilians in conflict areas to false arrests triggered by facial recognition systems that misidentified people with dark skin tones to HR hiring software that prefers men. It explains these definitive cases of AI decision-making gone wrong and then highlights specific audits that have led to concrete changes in government policy and corporate practice. The Marquand House Collective: Marc Aidinoff, Lena Armstrong, Esha Bhandari, Ellery Roberts Biddle, Motahhare Eslami, Karrie Karahalios, Nate Matias, Danaé Metaxa, Alondra Nelson, Christian Sandvig, and Kristen Vaccaro.

How tech companies, journalists, and policymakers can prevent AI decision-making from going wrong.

Auditing AI

Why The Stack—an accidental megastructure—is both a technological apparatus and the geopolitical model of our times. A tenth anniversary edition of the comprehensive political philosophy of planetary-scale computation, with a new preface from the author. What has planetary-scale computation done to our geopolitical realities? It takes different forms at different scales—from energy and mineral sourcing and subterranean cloud infrastructure to urban software and massive universal addressing systems; from interfaces drawn by the augmentation of the hand and eye to users identified by self-quantification and the arrival of legions of sensors, algorithms, and robots. Together, how do these distort and deform modern political geographies and produce new territories in their own image? In an account that is both theoretical and technical, drawing on political philosophy, design theory, and computer science, Bratton explores six layers of The Stack: Earth, Cloud, City, Address, Interface, User.

Why The Stack—an accidental megastructure—is both a technological apparatus and the geopolitical model of our times. A tenth anniversary edition of the comprehensive political philosophy of planetary-scale computation, with a new preface from the author. What has planetary-scale computation done to our geopolitical realities? It takes different forms at different scales—from energy and mineral sourcing and subterranean cloud infrastructure to urban software and massive universal addressing systems; from interfaces drawn by the augmentation of the hand and eye to users identified by self-quantification and the arrival of legions of sensors, algorithms, and robots. Together, how do these distort and deform modern political geographies and produce new territories in their own image? In an account that is both theoretical and technical, drawing on political philosophy, design theory, and computer science, Bratton explores six layers of The Stack: Earth, Cloud, City, Address, Interface, User.

On Software and Sovereignty

The Stack, 10th anniversary edition with new preface by the author

A smart, incisive take-down of so-called 'artificial intelligence', exposing the real harm these technologies do to our jobs, health, society and environment, who stands to gain from them, and how to fight back.'You need to read this book' BRIAN ENO'Written with absolute authority and incredible wit and verve' KAREN HAOHave tech companies created artificial minds? Are they going to replace all our jobs? Will they take over the world?The answers to these questions, as the expert authors of The AI Con make clear, are 'no', 'they wish' and 'LOL, definitely not'. In fact, these fears are all symptoms of the hype being used to justify data theft, motivate surveillance capitalism and devalue human creativity in order to replace meaningful work with jobs that treat people like machines.Packed with real-world examples of the injustices and harms already being done in the name of 'AI', The AI Con arms you to spot the hype in all its guises, expose the exploitation it aims to hide and push back against it at work and in your daily life.'A must-read...provide[s] the clearest picture yet of what AI is, what it is not, and why none of us need to accept it being shoved down our throats' TIMNIT GEBRU'A powerful antidote to the hype' GRACE BLAKELEY'Truly eye-opening...indispensable' HA-JOON CHANG'A book to inoculate your mind' YANIS VAROUFAKIS'Refreshing...persuasive' GUARDIAN

How to Fight Big Tech’s Hype and Create the Future We Want

The AI Con

Dieses Buch bietet einen Leitfaden zum Verständnis, zur Implementierung und zur Anwendung des Bienenalgorithmus – einer leistungsstarken, naturinspirierten Optimierungs-Metaheuristik, die das Sammelverhalten von Honigbienen nachahmt. In der heutigen hochgradig vernetzten Welt sind Systeme zunehmend schwer zu optimieren. Dieses Buch widmet sich der Herausforderung, komplexe Optimierungsprobleme zu lösen, indem es sich von den bemerkenswerten Problemlösungsfähigkeiten der Natur inspirieren lässt. Der Bienenalgorithmus stellt einen robusten und anpassungsfähigen Ansatz dar, um die Komplexität multimodaler oder zeitvariabler Probleme zu bewältigen – Probleme, an denen traditionelle Optimierungsmethoden oft scheitern. Das Buch bietet eine tiefgehende Analyse des Algorithmus und vermittelt ein Verständnis seiner zugrunde liegenden Prinzipien und Mechanismen. Es etabliert ein mathematisches Rahmenwerk, das einen Einblick in das Verhalten und die Leistungsfähigkeit des Algorithmus ermöglicht.
Anhand empirischer Studien und Benchmarks wird die Effektivität des Algorithmus bei einer Vielzahl von Optimierungsproblemen demonstriert. Darüber hinaus werden praktische Anwendungen des Bienenalgorithmus in verschiedenen Bereichen wie Ingenieurwesen, Robotik und Fertigung vorgestellt. Abschließend werden die neuesten Entwicklungen und Varianten des Algorithmus diskutiert, wobei sein Potenzial für zukünftige Forschung und Innovation hervorgehoben wird.
Mit seinem zugänglichen Stil und der schrittweisen Anleitung richtet sich dieses Buch an Forscher, Praktiker und Studierende aus den Bereichen Informatik, Ingenieurwesen und Optimierung. Es vermittelt das nötige Wissen und die Werkzeuge, um die Prinzipien der Schwarmintelligenz und Biomimikry zur Lösung realer Optimierungsprobleme im Zeitalter der Industrie 4.0 zu nutzen.

Dieses Buch bietet einen Leitfaden zum Verständnis, zur Implementierung und zur Anwendung des Bienenalgorithmus – einer leistungsstarken, naturinspirierten Optimierungs-Metaheuristik, die das Sammelverhalten von Honigbienen nachahmt. In der heutigen hochgradig vernetzten Welt sind Systeme zunehmend schwer zu optimieren. Dieses Buch widmet sich der Herausforderung, komplexe Optimierungsprobleme zu lösen, indem es sich von den bemerkenswerten Problemlösungsfähigkeiten der Natur inspirieren lässt. Der Bienenalgorithmus stellt einen robusten und anpassungsfähigen Ansatz dar, um die Komplexität multimodaler oder zeitvariabler Probleme zu bewältigen – Probleme, an denen traditionelle Optimierungsmethoden oft scheitern. Das Buch bietet eine tiefgehende Analyse des Algorithmus und vermittelt ein Verständnis seiner zugrunde liegenden Prinzipien und Mechanismen. Es etabliert ein mathematisches Rahmenwerk, das einen Einblick in das Verhalten und die Leistungsfähigkeit des Algorithmus ermöglicht.
 
 Anhand empirischer Studien und Benchmarks wird die Effektivität des Algorithmus bei einer Vielzahl von Optimierungsproblemen demonstriert. Darüber hinaus werden praktische Anwendungen des Bienenalgorithmus in verschiedenen Bereichen wie Ingenieurwesen, Robotik und Fertigung vorgestellt. Abschließend werden die neuesten Entwicklungen und Varianten des Algorithmus diskutiert, wobei sein Potenzial für zukünftige Forschung und Innovation hervorgehoben wird.
 
 Mit seinem zugänglichen Stil und der schrittweisen Anleitung richtet sich dieses Buch an Forscher, Praktiker und Studierende aus den Bereichen Informatik, Ingenieurwesen und Optimierung. Es vermittelt das nötige Wissen und die Werkzeuge, um die Prinzipien der Schwarmintelligenz und Biomimikry zur Lösung realer Optimierungsprobleme im Zeitalter der Industrie 4.0 zu nutzen.

Konzepte und Anwendungen

Intelligente Optimierung mit dem Bienenalgorithmus

“Mind-expanding . . . The Score is so exuberant and readable that the depth and seriousness of its insights almost sneak up on you.” —Jennifer Szalai, The New York Times “Brilliant and wildly original . . . The Score is socially attentive, historically literate and imbued with sensual glee.” —Becca Rothfeld, The Washington Post “I give this excellent book five stars.” —Stuart Jeffries, Financial Times A philosophy of games to help us win back control over what we value The philosopher C. Thi Nguyen—one of the leading experts on the philosophy of games and the philosophy of data—takes us deep into the heart of games, and into the depths of bureaucracy, to see how scoring systems shape our desires. Games are the most important art form of our era. They embody the spirit of free play. They show us the subtle beauty of action everywhere in life in video games, sports, and boardgames—but also cooking, gardening, fly-fishing, and running. They remind us that it isn’t always about outcomes, but about how glorious it feels to be doing the thing. And the scoring systems help get us there, by giving us new goals to try on. Scoring systems are also at the center of our corporations and bureaucracies—in the form of metrics and rankings. They tell us exactly how to measure our success. They encourage us to outsource our values to an external authority. And they push on us to value simple, countable things. Metrics don’t capture what really matters; they only capture what’s easy to measure. The price of that clarity is our independence. The Score asks us is this the game you really want to be playing?

“Mind-expanding . . . The Score is so exuberant and readable that the depth and seriousness of its insights almost sneak up on you.” —Jennifer Szalai, The New York Times “Brilliant and wildly original . . . The Score is socially attentive, historically literate and imbued with sensual glee.” —Becca Rothfeld, The Washington Post “I give this excellent book five stars.” —Stuart Jeffries, Financial Times A philosophy of games to help us win back control over what we value The philosopher C. Thi Nguyen—one of the leading experts on the philosophy of games and the philosophy of data—takes us deep into the heart of games, and into the depths of bureaucracy, to see how scoring systems shape our desires. Games are the most important art form of our era. They embody the spirit of free play. They show us the subtle beauty of action everywhere in life in video games, sports, and boardgames—but also cooking, gardening, fly-fishing, and running. They remind us that it isn’t always about outcomes, but about how glorious it feels to be doing the thing. And the scoring systems help get us there, by giving us new goals to try on. Scoring systems are also at the center of our corporations and bureaucracies—in the form of metrics and rankings. They tell us exactly how to measure our success. They encourage us to outsource our values to an external authority. And they push on us to value simple, countable things. Metrics don’t capture what really matters; they only capture what’s easy to measure. The price of that clarity is our independence. The Score asks us is this the game you really want to be playing?

How to Stop Playing Somebody Else's Game

The Score

How AI can positively impact so many aspects of our daily lives, from health and wellness to work, education, and home life. Artificial intelligence (AI) is a powerful general-purpose technology that is reshaping the modern economy, but misperceptions about AI stand in the way of harnessing it for the betterment of humanity. In Thrive, Ravi Bapna and Anindya Ghose counter the backlash by showcasing how AI is positively influencing the aspects of our daily lives that we care about most: our health and wellness, relationships, education, the workplace, and domestic life. In the process the authors help explain the underlying technology and give people the agency they need to shape the debate around how we should regulate AI to maximize its benefits and minimize its risks.

How AI can positively impact so many aspects of our daily lives, from health and wellness to work, education, and home life.

Maximizing Well-Being in the Age of AI

Thrive

From Conceptual Algorithms to Real-World Applications

Methods of Nonsmooth Optimization in Stochastic Programming

'This is the bible to living a healthier life' DAVINA MCCALL | 'No-one explains cutting edge technology more clearly than Lara' LORRAINE KELLY | 'Absolutely brilliant' JEREMY VINE | 'Extraordinarily helpful' DAMIAN HUGHES | 'Brilliantly written ... separates the nonsense from the evidence' RUSSELL FOSTERWhat if we could stop cancer in its tracks, prevent cardiovascular disease, lose weight at will and reverse the effects of ageing? With new developments in artificial intelligence, gene editing and robotics, it might all be possible sooner than you think.In Hacking Humanity, technology journalist Lara Lewington takes us to the cutting edge of scientific research to demystify how new innovations are transforming medicine for the better. Drawing us into the science behind the world's healthiest people from Silicon Valley to the Blue Zones while experimenting with the new technology already available, she examines the real challenges ahead and how we can overcome them. From new miracle drugs to life-saving robotic assistants and diagnostic tools that help us avoid disease altogether, today's most exciting innovations are paving the way for tomorrow's healthcare revolution, extending not only our lifespans but also our healthspans - the amount of time we spend living in good health.With expert insights and clear explanations, Hacking Humanity reveals how we can harness the power of technology to improve our lives now and transform our healthcare system for a better future, unlocking the power to reshape our genetic destinies and live longer and healthier lives.'What Lara does so beautifully in Hacking Humanity is cut through the hype and show how innovation can be human, hopeful and practical, helping us prevent illness, not just treat it' DR AMIR KHAN

The Innovations Helping Us Live Healthier Lives for Longer

Hacking Humanity

Causal Inference with Bayesian Networks

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