Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms.

    This book synthesizes these recent advances and makes them accessible to first-year graduate students. James Hamilton provides the first adequate text-book treatments of important innovations such as vector autoregressions, generalized method of moments, the economic and statistical consequences of unit roots, time-varying variances, and nonlinear time series models. In addition, he presents basic tools for analyzing dynamic systems (including linear representations, autocovariance generating functions, spectral analysis, and the Kalman filter) in a way that integrates economic theory with the practical difficulties of analyzing and interpreting real-world data. Time Series Analysis fills an important need for a textbook that integrates economic theory, econometrics, and new results.The book is intended to provide students and researchers with a self-contained survey of time series analysis. It starts from first principles and should be readily accessible to any beginning graduate student, while it is also intended to serve as a reference book for researchers.-- "Journal of Economics"

    Discover the core skills of effective thinking; then analyze your own thought processes, identify weaknesses, and overcome them. Learn how to translate more effective thinking into better decisions, less frustration, more wealth Ñ and above all, greater confidence to pursue and achieve your most important goals in life.

    But facing the sea change that AI will bring can be paralyzing. How should companies set strategies, governments design policies, and people plan their lives for a world so different from what we know? In the face of such uncertainty, many analysts either cower in fear or predict an impossibly sunny future.But in Prediction Machines, three eminent economists recast the rise of AI as a drop in the cost of prediction. With this single, masterful stroke, they lift the curtain on the AI-is-magic hype and show how basic tools from economics provide clarity about the AI revolution and a basis for action by CEOs, managers, policy makers, investors, and entrepreneurs.When AI is framed as cheap prediction, its extraordinary potential becomes clear: Prediction is at the heart of making decisions under uncertainty. Our businesses and personal lives are riddled with such decisions. Prediction tools increase productivity--operating machines, handling documents, communicating with customers. Uncertainty constrains strategy. Better prediction creates opportunities for new business structures and strategies to compete. Penetrating, fun, and always insightful and practical, Prediction Machines follows its inescapable logic to explain how to navigate the changes on the horizon. The impact of AI will be profound, but the economic framework for understanding it is surprisingly simple.

    Packed with surprising insight into the reasons we drink, it will open your eyes to the startling role of alcohol in our culture. Annie Grace brilliantly weaves psychological, neurological, cultural, social and industry factors with her extraordinarily candid journey resulting in a must read for anyone who drinks. This book, without scare tactics, pain or rules, gives you freedom from alcohol. By addressing causes rather than symptoms it is a permanent solution rather than lifetime struggle. The Alcohol Experiment: There are a million reasons why you might drink. It tastes great. You feel more sociable. Sex is better. It helps you relax. But are you really in control? Whether you’re reading this because you know you drink too much and want to quit, or whether you just want to cut back for a while, this book is for you.The Alcohol Experiment is a 30-day programme with a difference. Each day, it will show you a new way of thinking about booze, and ask you to look a little closer at why we drink, what we get out of it, and whether it’s really the alcohol that’s giving us what we want.

    But in our zeal to instill the evaluation process with scientific rigor, we've gone from measuring performance to fixating on measuring itself. The result is a tyranny of metrics that threatens the quality of our lives and most important institutions. In this timely and powerful book, Jerry Muller uncovers the damage our obsession with metrics is causing--and shows how we can begin to fix the problem.Filled with examples from education, medicine, business and finance, government, the police and military, and philanthropy and foreign aid, this brief and accessible book explains why the seemingly irresistible pressure to quantify performance distorts and distracts, whether by encouraging "gaming the stats" or "teaching to the test." That's because what can and does get measured is not always worth measuring, may not be what we really want to know, and may draw effort away from the things we care about. Along the way, we learn why paying for measured performance doesn't work, why surgical scorecards may increase deaths, and much more. But metrics can be good when used as a complement to--rather than a replacement for--judgment based on personal experience, and Muller also gives examples of when metrics have been beneficial.Complete with a checklist of when and how to use metrics, The Tyranny of Metrics is an essential corrective to a rarely questioned trend that increasingly affects us all.

    Now, in one of the greatest undertakings of the twenty-first century, a savvy group of mathematicians and computer scientists is beginning to sift through this data to dissect us and map out our next steps. Their goal? To manipulate our behavior -- what we buy, how we vote -- without our even realizing it.In this tour de force of original reporting and analysis, journalist Stephen Baker provides us with a fascinating guide to the world we're all entering -- and to the people controlling that world. The Numerati have infiltrated every realm of human affairs, profiling us as workers, shoppers, patients, voters, potential terrorists -- and lovers. The implications are vast. Our privacy evaporates. Our bosses can monitor and measure our every move (then reward or punish us). Politicians can find the swing voters among us, by plunking us all into new political groupings with names like "Hearth Keepers" and "Crossing Guards." It can sound scary. But the Numerati can also work on our behalf, diagnosing an illness before we're aware of the symptoms, or even helping us find our soul mate. Surprising, enlightening, and deeply relevant, The Numerati shows how a powerful new endeavor -- the mathematical modeling of humanity -- will transform every aspect of our lives. STEPHEN BAKER has written for BusinessWeek for over twenty years, covering Mexico and Latin America, the Rust Belt, European technology, and a host of other topics, including blogs, math, and nanotechnology. But he's always considered himself a foreign correspondent. This, he says, was especially useful as he met the Numerati. "While I came from the world of words, they inhabited the symbolic realms of math and computer science. This was foreign to me. My reporting became an anthropological mission." Baker has written for many publications, including the Wall Street Journal, the Los Angeles Times, and the Boston Globe. He won an Overseas Press Club Award for his portrait of the rising Mexican auto industry. He is the coauthor of blogspotting.net, featured by the New York Times as one of fifty blogs to watch.

    The other books in the series are The Black Swan, Antifragile,and The Bed of Procrustes.

    There always seemed to be a new system to learn, a new surefire method or cutting-edge technique for entrepreneurs to master.In an effort to teach her team members a better and easier way, Dana Wilde created Train Your Brain, a tested and proven system combining elements of both mindset and action ... or as Dana likes to call it, Intentional Action.What Dana discovered by using Train Your Brain is that mindset can be "taught" and that learning simple mindset strategies not only allows you to understand how the brain works but also shows you how easy it is to change your thinking and, as a result, change your outcomes.In Train Your Brain, Dana breaks down the Cycle of Perpetual Sameness--the number one reason why most people only experience incremental change in their lives. More importantly, she also provides the much-needed blueprint to help you get off this counterproductive cycle quickly.Train Your Brain, with its twenty easy-to-implement "Mindware Experiments," gives you all the necessary tools needed to get off ... and stay off ... the Cycle of Perpetual Sameness, so you can transform your life and grow your business in record time!

    We have Mindstorms to thank for that. In this book, pioneering computer scientist Seymour Papert uses the invention of LOGO, the first child-friendly programming language, to make the case for the value of teaching children with computers. Papert argues that children are more than capable of mastering computers, and that teaching computational processes like de-bugging in the classroom can change the way we learn everything else. He also shows that schools saturated with technology can actually improve socialization and interaction among students and between students and teachers.

    Drawing heavily on the author's own real-world experiences, the book stresses design and analysis. Coverage is divided into two parts, the first being a general guide to techniques for the design and analysis of computer algorithms. The second is a reference section, which includes a catalog of the 75 most important algorithmic problems. By browsing this catalog, readers can quickly identify what the problem they have encountered is called, what is known about it, and how they should proceed if they need to solve it. This book is ideal for the working professional who uses algorithms on a daily basis and has need for a handy reference. This work can also readily be used in an upper-division course or as a student reference guide. THE ALGORITHM DESIGN MANUAL comes with a CD-ROM that contains: * a complete hypertext version of the full printed book. * the source code and URLs for all cited implementations. * over 30 hours of audio lectures on the design and analysis of algorithms are provided, all keyed to on-line lecture notes.

    You’ll learn…• How a noise reduction headset at 35,000 feet led to the creation of Pepsi’s new trademarked signature sound.• How a worn down sneaker discovered in the home of an 11-year-old German boy led to LEGO’s incredible turnaround.• How a magnet found on a fridge in Siberia resulted in a U.S. supermarket revolution.• How a toy stuffed bear in a girl’s bedroom helped revolutionize a fashion retailer’s 1,000 stores in 20 different countries.• How an ordinary bracelet helped Jenny Craig increase customer loyalty by 159% in less than a year.• How the ergonomic layout of a car dashboard led to the redesign of the Roomba vacuum.

    You will know specific steps to make yourself happy, fulfilled, optimistic, calm, and peaceful every day. You will learn various tools and techniques successful people do every day, such as: how to really think positively, how to gain confidence and increase self esteem, the “top secret” morning habits of successful people, how to get motivated in life everyday, how to unlock the power of prayer to achieve what you want in life, how forgiveness can catapult you to more blessings in your life, how the benefits of attitude of gratitude can dramatically increase the quality of your life, the top secret characteristics and qualities of highly successful people, and how to really live a happy life every single day. Want to know more all of these things in “one place”? Get all these wisdom from this Amazon’s BestSelling book “The Power of Positive Life”. Download your copy now, by scrolling to the top of the page, and select the orange “buy” button. tags: positive thinking, the power of positive thinking, the power of positive life, the power of positive living, positive living, positive life, positive discipline, positive psychology, positive energy, positive affirmations, the power of positive affirmations, the power of positive discipline, positive habits, the power of positive habits, positive imaging, the power of positive imaging, positive mind, the power of positive mind, positive prayer, the power of positive prayer, positive praying, the power of positive praying, positive reading, the power of positive reading,the power of God, the power of faith, the power of forgiveness, the power of gratitude, the power of motivation, the power of personal development, positive words, the power of positive words, The Power of Positive Life, powerful thinking, powerful life, turn negative life into happier, positive thinking, personal growth, self improvement, self development, improve your life, become positive, ultimate guide, powerful techniques, effective ways, secrets, tips, advice, motivational books

    Topics covered include matrix multiplication, row reduction, matrix inverse, orthogonality and computation. The self-teaching book is loaded with examples and graphics and provides a wide array of probing problems, accompanying solutions, and a glossary. Chapter 1: Introduction to Vectors; Chapter 2: Solving Linear Equations; Chapter 3: Vector Spaces and Subspaces; Chapter 4: Orthogonality; Chapter 5: Determinants; Chapter 6: Eigenvalues and Eigenvectors; Chapter 7: Linear Transformations; Chapter 8: Applications; Chapter 9: Numerical Linear Algebra; Chapter 10: Complex Vectors and Matrices; Solutions to Selected Exercises; Final Exam. Matrix Factorizations. Conceptual Questions for Review. Glossary: A Dictionary for Linear Algebra Index Teaching Codes Linear Algebra in a Nutshell.

    A well-rounded balance of hard skills (HTML5, XHTML, CSS, JavaScript) and soft skills (Web Design, e-commerce, Web site promotion strategies) presents everything beginning Web developers need to know to build and promote successful Web sites.