It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, philosophy, cognitive science, and the health and social sciences. Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships between causal connections, statistical associations, actions and observations. The book will open the way for including causal analysis in the standard curriculum of statistics, artifical intelligence, business, epidemiology, social science and economics. Students in these areas will find natural models, simple identification procedures, and precise mathematical definitions of causal concepts that traditional texts have tended to evade or make unduly complicated. This book will be of interest to professionals and students in a wide variety of fields. Anyone who wishes to elucidate meaningful relationships from data, predict effects of actions and policies, assess explanations of reported events, or form theories of causal understanding and causal speech will find this book stimulating and invaluable. Professor of Computer Science at the UCLA, Judea Pearl is the winner of the 2008 Benjamin Franklin Award in Computers and Cognitive Science.

    In the beginning was Josh Levine, an idealistic programming genius who dreamed of wresting control of the market from the big exchanges that, again and again, gave the giant institutions an advantage over the little guy. Levine created a computerized trading hub named Island where small traders swapped stocks, and over time his invention morphed into a global electronic stock market that sent trillions in capital through a vast jungle of fiber-optic cables. By then, the market that Levine had sought to fix had turned upside down, birthing secretive exchanges called dark pools and a new species of trading machines that could think, and that seemed, ominously, to be slipping the control of their human masters. Dark Pools is the fascinating story of how global markets have been hijacked by trading robots--many so self-directed that humans can't predict what they'll do next.

    ExxonMobil’s annual revenues are larger than the economic activity in the great majority of countries. In many of the countries where it conducts business, ExxonMobil’s sway over politics and security is greater than that of the United States embassy. In Washington, ExxonMobil spends more money lobbying Congress and the White House than almost any other corporation. Yet despite its outsized influence, it is a black box.Private Empire pulls back the curtain, tracking the corporation’s recent history and its central role on the world stage, beginning with the Exxon Valdez accident in 1989 and leading to the Deepwater Horizon oil spill in the Gulf of Mexico in 2010. The action spans the globe, moving from Moscow, to impoverished African capitals, Indonesia, and elsewhere in heart-stopping scenes that feature kidnapping cases, civil wars, and high-stakes struggles at the Kremlin. At home, Coll goes inside ExxonMobil’s K Street office and corporation headquarters in Irving, Texas, where top executives in the “God Pod” (as employees call it) oversee an extraordinary corporate culture of discipline and secrecy.The narrative is driven by larger than life characters, including corporate legend Lee “Iron Ass” Raymond, ExxonMobil’s chief executive until 2005. A close friend of Dick Cheney’s, Raymond was both the most successful and effective oil executive of his era and an unabashed skeptic about climate change and government regulation.. This position proved difficult to maintain in the face of new science and political change and Raymond’s successor, current ExxonMobil chief executive Rex Tillerson, broke with Raymond’s programs in an effort to reset ExxonMobil’s public image. The larger cast includes countless world leaders, plutocrats, dictators, guerrillas, and corporate scientists who are part of ExxonMobil’s colossal story.The first hard-hitting examination of ExxonMobil, Private Empire is the masterful result of Coll’s indefatigable reporting. He draws here on more than four hundred interviews; field reporting from the halls of Congress to the oil-laden swamps of the Niger Delta; more than one thousand pages of previously classified U.S. documents obtained under the Freedom of Information Act; heretofore unexamined court records; and many other sources. A penetrating, newsbreaking study, Private Empire is a defining portrait of ExxonMobil and the place of Big Oil in American politics and foreign policy.Winner of the Financial Times and Goldman Sachs Business Book of the Year Award 2012

    You can think of Python as your tool to solve problems that are far beyond the capability of a spreadsheet. It is an easy-to-use and easy-to learn programming language that is freely available on Windows, Macintosh, and Linux computers. There are free downloadable copies of this book in various electronic formats and a self-paced free online course where you can explore the course materials. All the supporting materials for the book are available under open and remixable licenses. This book is designed to teach people to program even if they have no prior experience.

    But what if its benefits has been exaggerated, and our obsession with finding the next big thing has distracted us from the work that matters most?It's hard to avoid innovation these days. Nearly every product gets marketed as being disruptive, whether it's a genuine new invention or just a new toothbrush. But in this manifesto on the state of American work, historians of technology Lee Vinsel and Andrew Russell argue that our way of thinking about and pursuing innovation has made us poorer, less safe, and - ironically - less innovative.Drawing on years of original research and reporting, Vinsel and Russell show how the ideology of change for its own sake has proved a disaster in the wrong hands. Corporations have spent millions hiring chief innovation officers while their core businesses tanked. Computer science programs have drilled their students on programming and design, even though the overwhelming majority of jobs are in IT and maintenance. In countless cities, suburban sprawl has left local governments with loads of deferred maintenance that they can't afford to fix. And sometimes, innovation even kills - like in 2018, when a Miami bridge hailed for its innovative design collapsed onto a highway and killed six people.In this provocative, deeply researched book, Vinsel and Russell tell the story of how we devalued the work that underpins modern life - and, in doing so, wrecked our economy and public infrastructure while lining the pockets of consultants who combine the ego of Silicon Valley with the worst of Wall Street's greed.The authors offer a compelling plan for how we can shift our focus away from the pursuit of growth at all costs, and back toward neglected activities like maintenance, care, and upkeep.For anyone concerned by the crumbling state of our roads and bridges or the direction our economy is headed, 'THE INNOVATION DELUSION' is a deeply necessary reevaluation of a trend we can still disrupt.RUNNING TIME ⇒ 11hrs.©2020 Lee Vinsel and Andrew L. Russell (P)2020 Random House Audio

    The constituent technologies discussed comprise neural networks, fuzzy logic, genetic algorithms, and a number of hybrid systems which include classes such as neuro-fuzzy, fuzzy-genetic, and neuro-genetic systems. The hybridization of the technologies is demonstrated on architectures such as Fuzzy-Back-propagation Networks (NN-FL), Simplified Fuzzy ARTMAP (NN-FL), and Fuzzy Associative Memories. The book also gives an exhaustive discussion of FL-GA hybridization. This book with a wealth of information that is clearly presented and illustrated by many examples and applications is designed for use as a text for courses in soft computing at both the senior undergraduate and first-year postgraduate engineering levels.

    It begins with the basics--defining these proposals and why they are necessary--and coaches you through the entire proposal process. In this book, you'll learn how to establish outcome-based business objectives and maximize your success and commensurate fees.From bestselling author Alan Weiss, Million Dollar Consulting Proposals delivers step-by-step guidance on the essential element in creating a million dollar consultancy.Outlines the nine key components to a Million Dollar Consulting proposal structure Presents a dozen Golden Rules for presenting proposals Offers online samples, forms, and templates to maximize the effectiveness of these tools The New York Post calls bestselling author Alan Weiss one of the most highly regarded independent consultants in America. Alan Weiss's expert guidance can lead your consulting business to unprecedented success, and it all starts with a million dollar proposal.

    From the simplest acts of everyday life—walking, hearing, seeing—we are introduced into the exhilarating world of physics—gravity, ultra-sonics, light-eating black holes—a world that at first may seem impossible to understand, but through the magic of Asimov, becomes as enjoyable and intriguing as a night sky full of stars.With photographs and biographical sketchesContents:Introduction (1974)Thin Air (1959)Now Hear This! (1960)Catching Up with Newton (1958)Of Capture and Escape (1959)First and Rearmost (1964)The Rigid Vacuum (1963)The Light That Failed (1963)The Light Fantastic (1962)C for Celeritas (1959)The Ultimate Split of the Second (1959)The Height of Up (1959)Order! Order! (1961)The Modern Demonology (1962)A Piece of the Action (1964)The Certainty of Uncertainty (1965)Behind the Teacher's Back (1965)The Land of Mu (1965)

    It is through an understanding of service design that truly service-oriented solution logic can be created in support of achieving the strategic goals associated with SOA and service-oriented computing. Bestselling SOA author Thomas Erl guides you through a comprehensive, insightful, and visually rich exploration of the service-orientation design paradigm, revealing exactly how services should and should not be designed for real-world SOA. concise introduction to SOA and service-oriented computing concepts and benefits* A thorough exploration of the service-orientation design paradigm as represented by eight specific design principles* A comparison of service-oriented and object-oriented concepts and principles and a clear definition of what qualifies as service-oriented logic* Detailed coverage of four different forms of service-related design granularity* An exhaustive examination of service contracts, with an emphasis on standardization, abstraction, and the utilization of WS-Policy, XML Schema, and WSDL definitions* A comprehensive study of various forms of service-related coupling with an emphasis on the requirements to attaining a suitable level of loose coupling.* achieve truly agnostic and reusable service logic* Techniques for maximizing service reliability, scalability, and performance by instilling high levels of autonomy and emphasizing stateless design* Approaches for positioning services as highly discoverable and interpretable enterprise resources* Unprecedented coverage of how to design services for participation in complex compositions* The definition of concrete links between each design principle and the strategic goals and benefits of SOA and service-oriented computing* Numerous cross-references to key design patterns documented separately in SOA: Design Patterns www.soabooks.com supplements this book with a variety of resources, including content updates, corrections, and sample chapters from other books. www.soaspecs.com provides further support by establishing a descriptive portal to industry specifications referenced in all of the series titles. www.soaglossary.com establishes a master glossary for all SOA titles in this series. www.prenhallprofessional.comwww.soabo... Foreword Chapter 1: OverviewChapter 2: Case Study Background Pa

    There are only twenty-four hours in a day, but you keep losing time to email, billing, scheduling, transcription, and more administrative details than you can manage. You're drowning. And you're wasting your time. Why spend hours on tasks outside your strengths?If you want to be less stressed and more productive, you need help, and The Virtual Assistant Solution shows you how to skip the hassle of recruiting, hiring, and training a traditional assistant and get the flexible, customized help you need today. Whether you're an author, coach, consultant, corporate executive, creative, doctor, entrepreneur, nonprofit leader, lawyer, pastor, or professor, a virtual assistant can finally give you the relief you're looking for and give you the freedom to focus on only what you can do.The Virtual Assistant Solution reveals: why a virtual assistant is the most important step in taking your business to the next level; answers to the most common questions and objections about using a virtual assistant; an easy tool for quickly identifying the tasks you need to offload now; essential apps and services to maximize your virtual assistant relationship. We could all use more margin. But you’re wasting your time and talents if you’re spending them on low-payoff activities. Hiring a virtual assistant will help you offload the work that's holding you back and invest your energy in what you do best.Praise for Michael Hyatt's New York Times Bestselling Book, Platform“Michael Hyatt has given much of his professional career to helping others achieve their potential. And he helps others by pioneering a way and then teaching people his way.”—Donald Miller, New York Times bestselling author of Blue Like Jazz

    In response, Constantine Balanis has updated his classic text, Antenna Theory, offering the most recent look at all the necessary topics. New material includes smart antennas and fractal antennas, along with the latest applications in wireless communications. Multimedia material on an accompanying CD presents PowerPoint viewgraphs of lecture notes, interactive review questions, Java animations and applets, and MATLAB features. Like the previous editions, Antenna Theory, Third Edition meets the needs of electrical engineering and physics students at the senior undergraduate and beginning graduate levels, and those of practicing engineers as well. It is a benchmark text for mastering the latest theory in the subject, and for better understanding the technological applications. An Instructor's Manual presenting detailed solutions to all the problems in the book is available from the Wiley editorial department.

    NOTE: this Alpha Edition is missing some chapters and may contain errors. See http://saasbook.info for details.

    But are you using it to “out-think” your rivals? If not, you may be missing out on a potent competitive tool.In Competing on Analytics: The New Science of Winning, Thomas H. Davenport and Jeanne G. Harris argue that the frontier for using data to make decisions has shifted dramatically. Certain high-performing enterprises are now building their competitive strategies around data-driven insights that in turn generate impressive business results. Their secret weapon? Analytics: sophisticated quantitative and statistical analysis and predictive modeling.Exemplars of analytics are using new tools to identify their most profitable customers and offer them the right price, to accelerate product innovation, to optimize supply chains, and to identify the true drivers of financial performance. A wealth of examples—from organizations as diverse as Amazon, Barclay’s, Capital One, Harrah’s, Procter & Gamble, Wachovia, and the Boston Red Sox—illuminate how to leverage the power of analytics.

    About three quarters of the jobs created in the United States since the great recession pay only a bit more than minimum wage. Still, the United States has more millionaires and billionaires than any country ever, and we continue to mint them.In this eye-opening book, renowned economist and bestselling author Tyler Cowen explains that phenomenon: High earners are taking ever more advantage of machine intelligence in data analysis and achieving ever-better results. Meanwhile, low earners who haven’t committed to learning, to making the most of new technologies, have poor prospects. Nearly every business sector relies less and less on manual labor, and this fact is forever changing the world of work and wages. A steady, secure life somewhere in the middle—average—is over.With The Great Stagnation, Cowen explained why median wages stagnated over the last four decades; in Average Is Over he reveals the essential nature of the new economy, identifies the best path forward for workers and entrepreneurs, and provides readers with actionable advice to make the most of the new economic landscape. It is a challenging and sober must-read but ultimately exciting, good news. In debates about our nation’s economic future, it will be impossible to ignore.

    This book is focused on the details of data analysis that sometimes fall through the cracks in traditional statistics classes and textbooks. It is based in part on the authors blog posts, lecture materials, and tutorials. The author is one of the co-developers of the Johns Hopkins Specialization in Data Science the largest data science program in the world that has enrolled more than 1.76 million people. The book is useful as a companion to introductory courses in data science or data analysis. It is also a useful reference tool for people tasked with reading and critiquing data analyses. It is based on the authors popular open-source guides available through his Github account (https://github.com/jtleek). The paper is also available through Leanpub (https://leanpub.com/datastyle), if the book is purchased on that platform you are entitled to lifetime free updates.