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.

    The United States Tax Code has undergone no serious reform since 1986. Since then, loopholes, exemptions, credits, and deductions have distorted its clarity, increased its inequity, and frustrated our ability to govern ourselves. At its core, any tax system is in place to raise the revenue needed to pay the government’s bills. But where that revenue should come from raises crucial questions: Should our tax code be progressive, with the wealthier paying more than the poor, and if so, to what extent? Should we tax income or consumption or both? Of the various ideas proposed by economists and politicians—from tax increases to tax cuts, from a VAT to a Fair Tax—what will work and won’t? By tracing the history of our own tax system and by assessing the way other countries have solved similar problems, Bartlett explores the surprising answers to all of these questions, giving a sense of the tax code’s many benefits—and its inevitable burdens. Tax reform will be a major issue debated in the years ahead. Growing budget deficits and the expiration of various tax cuts loom. Reform, once a philosophical dilemma, is turning into a practical crisis. By framing the various tax philosophies that dominate the debate, Bartlett explores the distributional, technical, and political advantages and costs of the various proposals and ideas that will come to dominate America’s political conversation in the years to come.

    The authors, however, bring this story alive in a fast-moving book, and the reader sees how events of that time are very relevant for today's financial world. In spite of all of our advances, including a stronger monetary system and modern tools for managing risk, Bruner and Carr help us understand that we are not immune to a future crisis.- --Dwight B. Crane, Baker Foundation Professor, Harvard Business School -Bruner and Carr provide a thorough, masterly, and highly readable account of the 1907 crisis and its management by the great private banker J. P. Morgan. Congress heeded the lessons of 1907, launching the Federal Reserve System in 1913 to prevent banking panics and foster financial stability. We still have financial problems. But because of 1907 and Morgan, a century later we have a respected central bank as well as greater confidence in our money and our banks than our great-grandparents had in theirs.- --Richard Sylla, Henry Kaufman Professor of the History of Financial Institutions and Markets, and Professor of Economics, Stern School of Business, New York University-A fascinating portrayal of the events and personalities of the crisis and panic of 1907. Lessons learned and parallels to the present have great relevance. Crises and panics are as much a part of our future as our past.- --John Strangfeld, Vice Chairman, Prudential Financial-Who would have thought that a hundred years after the Panic of 1907 so much remained to be written about it? Bruner and Carr break significant new ground because they are willing to do the heavy lifting of combing through massive archival material to identify and weave together important facts. Their book will be of interest not only to banking theorists and financial historians, but also to business school and economics students, for its rare ability to teach so clearly why and how a panic unfolds.- --Charles Calomiris, Henry Kaufman Professor of Financial Institutions, Columbia University, Graduate School of Business

    Stanford Wong has contributed to Professional Blackjack .Wong is one of the country's leading gambling authorities.

    Thorp invented card counting, proving the seemingly impossible: that you could beat the dealer at the blackjack table. As a result he launched a gambling renaissance. His remarkable success--and mathematically unassailable method--caused such an uproar that casinos altered the rules of the game to thwart him and the legions he inspired. They barred him from their premises, even put his life in jeopardy. Nonetheless, gambling was forever changed.Thereafter, Thorp shifted his sights to "the biggest casino in the world" Wall Street. Devising and then deploying mathematical formulas to beat the market, Thorp ushered in the era of quantitative finance we live in today. Along the way, the so-called godfather of the quants played bridge with Warren Buffett, crossed swords with a young Rudy Giuliani, detected the Bernie Madoff scheme, and, to beat the game of roulette, invented, with Claude Shannon, the world's first wearable computer.Here, for the first time, Thorp tells the story of what he did, how he did it, his passions and motivations, and the curiosity that has always driven him to disregard conventional wisdom and devise game-changing solutions to seemingly insoluble problems. An intellectual thrill ride, replete with practical wisdom that can guide us all in uncertain financial waters, A Man for All Markets is an instant classic--a book that challenges its readers to think logically about a seemingly irrational world.Praise for A Man for All Markets"In A Man for All Markets, [Thorp] delightfully recounts his progress (if that is the word) from college teacher to gambler to hedge-fund manager. Along the way we learn important lessons about the functioning of markets and the logic of investment."--The Wall Street Journal"[Thorp] gives a biological summation (think Richard Feynman's Surely You're Joking, Mr. Feynman!) of his quest to prove the aphorism 'the house always wins' is flawed. . . . Illuminating for the mathematically inclined, and cautionary for would-be gamblers and day traders"-- Library Journal

    While such visualizations can better inform us, they can also deceive by displaying incomplete or inaccurate data, suggesting misleading patterns—or simply misinform us by being poorly designed, such as the confusing “eye of the storm” maps shown on TV every hurricane season.Many of us are ill equipped to interpret the visuals that politicians, journalists, advertisers, and even employers present each day, enabling bad actors to easily manipulate visuals to promote their own agendas. Public conversations are increasingly driven by numbers, and to make sense of them we must be able to decode and use visual information. By examining contemporary examples ranging from election-result infographics to global GDP maps and box-office record charts, How Charts Lie teaches us how to do just that.

    Data Science For Dummies is the perfect starting point for IT professionals and students interested in making sense of their organization’s massive data sets and applying their findings to real-world business scenarios. From uncovering rich data sources to managing large amounts of data within hardware and software limitations, ensuring consistency in reporting, merging various data sources, and beyond, you’ll develop the know-how you need to effectively interpret data and tell a story that can be understood by anyone in your organization. Provides a background in data science fundamentals before moving on to working with relational databases and unstructured data and preparing your data for analysis Details different data visualization techniques that can be used to showcase and summarize your data Explains both supervised and unsupervised machine learning, including regression, model validation, and clustering techniques Includes coverage of big data processing tools like MapReduce, Hadoop, Dremel, Storm, and Spark It’s a big, big data world out there – let Data Science For Dummies help you harness its power and gain a competitive edge for your organization.

    “Big data” refers to our burgeoning ability to crunch vast collections of information, analyze it instantly, and draw sometimes profoundly surprising conclusions from it. This emerging science can translate myriad phenomena—from the price of airline tickets to the text of millions of books—into searchable form, and uses our increasing computing power to unearth epiphanies that we never could have seen before. A revolution on par with the Internet or perhaps even the printing press, big data will change the way we think about business, health, politics, education, and innovation in the years to come. It also poses fresh threats, from the inevitable end of privacy as we know it to the prospect of being penalized for things we haven’t even done yet, based on big data’s ability to predict our future behavior.In this brilliantly clear, often surprising work, two leading experts explain what big data is, how it will change our lives, and what we can do to protect ourselves from its hazards. Big Data is the first big book about the next big thing.www.big-data-book.com

    financial sector has hijacked our economy and put America's global future at riskIn American Theocracy, Kevin Phillips warned us of the perilous interaction of debt, financial recklessness, and the increasing cost of scarce oil. The current housing and mortgage debacle is proof once more of Phillips's prescience, and only the first harbinger of a national crisis. In Bad Money, Phillips describes the consequences of our misguided economic policies, our mounting debt, our collapsing housing market, our threatened oil, and the end of American domination of world markets. America's current challenges (and failures) run striking parallels to the decline of previous leading world economic powers; especially the Dutch and British. Global overreach, worn-out politics, excessive debt, and exhausted energy regimes are all chilling signals that the United States is crumbling as the world superpower. "Bad Money" refers to a new phenomenon in wayward megafinance – the emergence of a U.S. economy that is globally dependent and dominated by hubris-driven financial services. Also "bad" are the risk miscalculations and strategic abuses of new multitrillion-dollar products such as asset-backed securities and the lure of buccaneering vehicles like hedge funds. Finally, the U.S. dollar has been turned into bad money as it has weakened and become vulnerable to the world's other currencies. In all these ways, "bad" finance has failed the American people and pointed U.S. capitalism toward a global crisis. Bad Money is the perfect follow- up to Phillips's last book, whose dire warnings are now proving frighteningly accurate.

    Friedman, the Pulitzer Prize-winning foreign affairs columnist for The New York Times, offers an engrossing look at the new international system that is transforming world affairs today. Globalization has replaced the Cold War system with the integration of capital, technology, and information across national borders—uniting Brazilian peasants, Indonesian entrepreneurs, Chinese villagers, and Silicon Valley technocrats in a single global village. You cannot understand the morning news, know where to invest your money, or think about the future unless you understand this new system, which is profoundly influencing virtually every country in the world today. Friedman tells you what this electronic global economy is all about and what it will take to live within it.With vivid stories drawn from his extensive travels, he dramatizes the conflict of “the Lexus and the olive tree”—the tension between the globalization system and the ancient forces of culture, geography, tradition, and community. He also details the powerful backlash that globalization produces among those who feel brutalized by it, and he spells out what we all need to do to keep the Lexus and the olive tree in balance. For this new paperback edition, Friedman has substantially expanded and updated his provocative analysis, making it essential reading for all who care about how the world works now.

    She details the emergence of the futures business as a kind of meeting place for gamblers and farmers and its subsequent transformation into a sophisticated electronic market where contracts are traded at lightning-fast speeds. Lambert also details the disastrous effects of Wall Street's adoption of the futures contract without the rules and close-knit social bonds that had made trading it in Chicago work so well. Ultimately Lambert argues that the futures markets are the real "free" markets and that speculators, far from being mere parasites, can serve a vital economic and social function given the right architecture. The traditional futures market, she explains, because of its written and cultural limits, can serve as a useful example for how markets ought to work and become a tonic for our current financial ills.

    Now the fifth edition of this classic updates the application of the Graham and Dodd valuation approach for today's greatly changed investment environment.

    But many managers can't read a balance sheet, wouldn't recognize a liquidity ratio, and don't know how to calculate return on investment. Worse, they don't have any idea where the numbers come from or how reliable they really are. In Financial Intelligence, Karen Berman and Joe Knight teach the basics of finance--but with a twist. Financial reporting, they argue, is as much art as science. Because nobody can quantify everything, accountants always rely on estimates, assumptions, and judgment calls. Savvy managers need to know how those sources of possible bias can affect the financials and that sometimes the numbers can be challenged. While providing the foundation for a deep understanding of the financial side of business, the book also arms managers with practical strategies for improving their companies' performance--strategies, such as "managing the balance sheet," that are well understood by financial professionals but rarely shared with their nonfinancial colleagues. Accessible, jargon-free, and filled with entertaining stories of real companies, Financial Intelligence gives nonfinancial managers the financial knowledge and confidence for their everyday work. Karen Berman and Joe Knight are the owners of the Los Angeles-based Business Literacy Institute and have trained tens of thousands of managers at many leading organizations. Co-author John Case has written several popular books on management.

     Understand the dynamics of price action trading and give yourself a significant trading advantage. Benefit from years of trading experience. Give yourself an advantage by learning from someone who has experience on a prop desk. Atanas will teach you what you need to know about different types of price action and and how to trade it. Not sure where to start? Are you unsure about what it means to trade price action? Or maybe you don't understand how technical indicators work. This book will give your trading clarity. Understand different types of candlesticks and price action patterns so you can reduce your risk and be consistently profitable.. Easy to understand explanations of complex topics, this book will demystify price action trading once and for all. From Steve Burns of NewTraderU.com: "Atanas writes about the topics that most traders are interested in, price action and the tools to trade it systematically. His insight on technical indicators, how to identify and trade a trend, and how to visually see chart patterns have been read by tens of thousands of readers. The work and effort Atanas puts into writing and custom illustration is a testament to his passion for trading." About the Author: Atanas Matov a.k.a. Colibri Trader (@priceinaction on Twitter) started his trading career as a retail trader in the early 2000’s. After a few years of trading and investing his own funds, he won the KBC stock market challenge and shortly afterwards started working for a leading prop trading house in London. Currently he is trading his own account and trying to help other traders through his trading blog and social media. Major part of Atanas’s philosophy is in giving back and helping others achieve their trading goals. In his own words: “Judge your trading success by the things you have given up in order to get where you are now!" Follow Atanas on Twitter @priceinaction www.colibritrader.com