With it has come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It should be a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting—the first comprehensive treatment of this topic in any book. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie wrote much of the statistical modeling software in S-PLUS and invented principal curves and surfaces. Tibshirani proposed the Lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, and projection pursuit.

    But what if you could have your computer do them for you?In "Automate the Boring Stuff with Python," you'll learn how to use Python to write programs that do in minutes what would take you hours to do by hand no prior programming experience required. Once you've mastered the basics of programming, you'll create Python programs that effortlessly perform useful and impressive feats of automation to: Search for text in a file or across multiple filesCreate, update, move, and rename files and foldersSearch the Web and download online contentUpdate and format data in Excel spreadsheets of any sizeSplit, merge, watermark, and encrypt PDFsSend reminder emails and text notificationsFill out online formsStep-by-step instructions walk you through each program, and practice projects at the end of each chapter challenge you to improve those programs and use your newfound skills to automate similar tasks.Don't spend your time doing work a well-trained monkey could do. Even if you've never written a line of code, you can make your computer do the grunt work. Learn how in "Automate the Boring Stuff with Python.""

    With black and white illustrations and detailed explanations, this comprehensive and visual resource is perfect for young readers interested in history, architecture, and Roman civilization.

    This book is an easy-to-understand and fun reference to this challenging subject. It explains the principles of organic chemistry in simple terms and includes worked-out problems to help readers get up to speed on the basics.

    The RAND Corporation had presented an alluring proposal to a city on the brink of economic collapse: Using RAND's computer models, which had been successfully implemented in high-level military operations, the city could save millions of dollars by establishing more efficient public services. The RAND boys were the best and brightest, and bore all the sheen of modern American success. New York City, on the other hand, seemed old-fashioned, insular, and corrupt-and the new mayor was eager for outside help, especially something as innovative and infallible as "computer modeling." A deal was struck: RAND would begin its first major civilian effort with the FDNY. Over the next decade-a time New York City firefighters would refer to as "The War Years"-a series of fires swept through the South Bronx, the Lower East Side, Harlem, and Brooklyn, gutting whole neighborhoods, killing more than two thousand people and displacing hundreds of thousands. Conventional wisdom would blame arson, but these fires were the result of something altogether different: the intentional withdrawal of fire protection from the city's poorest neighborhoods-all based on RAND's computer modeling systems. Despite the disastrous consequences, New York City in the 1970s set the template for how a modern city functions-both literally, as RAND sold its computer models to cities across the country, and systematically, as a new wave of technocratic decision-making took hold, which persists to this day. In "The Fires," Joe Flood provides an X-ray of these inner workings, using the dramatic story of a pair of mayors, an ambitious fire commissioner, and an even more ambitious think tank to illuminate the patterns and formulas that are now inextricably woven into the very fabric of contemporary urban life. "The Fires" is a must read for anyone curious about how a modern city works.

    In "quick, translucent prose" (Michiko Kakutani, New York Times) that is at once lyrical and unsentimental, D. J. Waldie recounts growing up in Lakewood, California, a prototypical post-World War II suburb. Laid out in 316 sections as carefully measured as a grid of tract houses, Holy Land is by turns touching, eerie, funny, and encyclopedic in its handling of what was gained and lost when thousands of blue-collar families were thrown together in the suburbs of the 1950s. An intensely realized and wholly original memoir about the way in which a place can shape a life, Holy Land is ultimately about the resonance of choices—how wide a street should be, what to name a park—and the hopes that are realized in the habits of everyday life.

    Mankind is reengineering the planet, investing up to ten trillion dollars per year in transportation, energy, and communications infrastructure linking the world’s burgeoning megacities together. This has profound consequences for geopolitics, economics, demographics, the environment, and social identity. Connectivity, not geography, is our destiny. In Connectography, visionary strategist Parag Khanna travels from Ukraine to Iran, Mongolia to North Korea, Pakistan to Nigeria, and across the Arctic Circle and the South China Sea to explain the rapid and unprecedented changes affecting every part of the planet. He shows how militaries are deployed to protect supply chains as much as borders, and how nations are less at war over territory than engaged in tugs-of-war over pipelines, railways, shipping lanes, and Internet cables. The new arms race is to connect to the most markets—a race China is now winning, having launched a wave of infrastructure investments to unite Eurasia around its new Silk Roads. The United States can only regain ground by fusing with its neighbors into a super-continental North American Union of shared resources and prosperity.Connectography offers a unique and hopeful vision for the future. Khanna argues that new energy discoveries and technologies have eliminated the need for resource wars; ambitious transport corridors and power grids are unscrambling Africa’s fraught colonial borders; even the Arab world is evolving a more peaceful map as it builds resource and trade routes across its war-torn landscape. At the same time, thriving hubs such as Singapore and Dubai are injecting dynamism into young and heavily populated regions, cyber-communities empower commerce across vast distances, and the world’s ballooning financial assets are being wisely invested into building an inclusive global society. Beneath the chaos of a world that appears to be falling apart is a new foundation of connectivity pulling it together.Advance praise for Connectography“Connectography is ahead of the curve in seeing the battlefield of the future and the new kind of tug-of-war being waged on it. Khanna’s scholarship and foresight are world-class. . . . A must-read for the next president.”—Chuck Hagel, former U.S. secretary of defense “This bold reframing is an exciting addition to our ongoing debate about geopolitics and the future of globalization.”—Dominic Barton, global managing partner, McKinsey & Company “This is probably the most global book ever written. It is intensely specific while remaining broad and wide. Its takeaway is that infrastructure is destiny: Follow the supply lines outlined in this book to see where the future flows.”—Kevin Kelly, co-founder, Wired “There’s no better guide than Khanna to show us all the possibilities of this new hyperconnected world.”—Mathew Burrows, director, Strategic Foresight Initiative at the Atlantic Council, and former counselor, U.S. National Intelligence Council “This book is an invaluable resource for anyone involved in business, science, arts, or any other field.”—Mark Mobius, executive chairman, Templeton Emerging Markets Group “A must-read for anyone who wants to understand the future of humanity.”—Sandy Pentland, professor, MIT Media Lab

    Each chapter includes many illustrative examples to assist the reader. The book emphasizes methods for finding solutions to differential equations. It provides many abundant exercises, applications, and solved examples with careful attention given to readability. Elementary Differential Equations includes a thorough treatment of power series techniques. In addition, the book presents a classical treatment of several physical problems to show how Fourier series become involved in the solution of those problems. The eighth edition of Elementary Differential Equations has been revised to include a new supplement in many chapters that provides suggestions and exercises for using a computer to assist in the understanding of the material in the chapter. It also now provides an introduction to the phase plane and to different types of phase portraits. A valuable reference book for readers interested in exploring the technological and other applications of differential equations.

    Theory and practice in the design of data graphics, 250 illustrations of the best (and a few of the worst) statistical graphics, with detailed analysis of how to display data for precise, effective, quick analysis. Design of the high-resolution displays, small multiples. Editing and improving graphics. The data-ink ratio. Time-series, relational graphics, data maps, multivariate designs. Detection of graphical deception: design variation vs. data variation. Sources of deception. Aesthetics and data graphical displays. This is the second edition of The Visual Display of Quantitative Information. Recently published, this new edition provides excellent color reproductions of the many graphics of William Playfair, adds color to other images, and includes all the changes and corrections accumulated during 17 printings of the first edition.

    This invasion of the world by what Marc Auge calls ‘non-space’ results in a profound alteration of awareness: something we perceive, but only in a partial and incoherent manner. Auge uses the concept of ‘supermodernity’ to describe the logic of these late-capitalist phenomena—a logic of excessive information and excessive space. In this fascinating and lucid essay he seeks to establish and intellectual armature for an anthropology of supermodernity. Starting with an attempt to disentangle anthropology from history, Auge goes on to map the distinction between place, encrusted with historical monuments and creative social life, and non-place, to which individuals are connected in a uniform manner and where no organic social life is possible.Unlike Baudelairean modernity, where old and new are interwoven, supermodernity is self-contained: from the motorway or aircraft, local or exotic particularities are presented two-dimensionally as a sort of theme-park spectacle. Auge does not suggest that supermodernity is all-encompassing: place still exist outside non-place and tend to reconstitute themselves inside it. But he argues powerfully that we are in transit through non-place for more and more of our time, as if between immense parentheses, and concludes that this new form of solitude should become the subject of an anthropology of its own.

    That’s where William Faulkner was living when he wrote the screenplay for To Have and Have Not; that house was designed by Neutra; over there is a Schindler; that’s where Woody Guthrie lived, where Anais Nin died, and where Thelma Todd was murdered . . .Despite the fact that one of these staircases starred in an Oscar-winning short film—Laurel and Hardy’s The Music Box, from 1932—these civic treasures have been virtually unknown to most of the city’s residents and visitors. Now, Secret Stairs puts these hidden stairways back on the map, while introducing urban hikers to exciting new “trails” all around the city of Los Angeles.

    are being deprived of the basic knowledge that would enable them to function in contemporary society. Includes 5,000 essential facts to know.

    A six-step model offers invaluable assistance for selecting a topic, searching the literature, developing arguments, surveying the literature, critiquing the literature, and writing the literature review.

    So how do we define the city as it evolves in the 21st century? Drawing examples from across the globe, Deyan Sudjic decodes the underlying forces that shape our cities, such as resources and land, to the ideas that shape conscious elements of design, whether of buildings or of space. Erudite and entertaining, he considers the differences between capital cities and the rest to understand why it is that we often feel more comfortable in our identities as Londoners, Muscovites, or Mumbaikars than in our national identities.

    It demonstrates to students how the concepts and theories of deviance can be applied to the world around them. The authors include both theoretical analyses and ethnographic illustrations of how deviance is socially constructed, organized, and managed. The Adlers challenge the reader to see the diversity and pervasiveness of deviance in society by covering a wide variety of deviant acts represented throughout the text. Most importantly, the Adlers present deviance as a component of society and examine the construction of deviance in terms of differential social power, whereby some members of society have the power to define other whole groups as "deviant." The book takes an "interactionist" or "constructionist" perspective on deviance, looking at the processes in society that create deviance. The authors have selected studies that are ethnographic in character, focusing on the experiences of deviants, the deviant-making process, and the ways in which people who are labeled as deviant in society react to that label.