This text discusses and explains the traditional, functional approach to management, through planning, organising, leading and controlling.

    With his inimitable ability to translate complex foreign policy and economic issues, Friedman explains how the flattening of the world happened at the dawn of the 21st century; what it means to countries, companies, communities and individuals; and how governments and societies can, and must, adapt.

    Not only are all of our business, scientific, and government transactions now computerized, but the widespread use of digital cameras, publication tools, and bar codes also generate data. On the collection side, scanned text and image platforms, satellite remote sensing systems, and the World Wide Web have flooded us with a tremendous amount of data. This explosive growth has generated an even more urgent need for new techniques and automated tools that can help us transform this data into useful information and knowledge.Like the first edition, voted the most popular data mining book by KD Nuggets readers, this book explores concepts and techniques for the discovery of patterns hidden in large data sets, focusing on issues relating to their feasibility, usefulness, effectiveness, and scalability. However, since the publication of the first edition, great progress has been made in the development of new data mining methods, systems, and applications. This new edition substantially enhances the first edition, and new chapters have been added to address recent developments on mining complex types of data- including stream data, sequence data, graph structured data, social network data, and multi-relational data.A comprehensive, practical look at the concepts and techniques you need to know to get the most out of real business dataUpdates that incorporate input from readers, changes in the field, and more material on statistics and machine learningDozens of algorithms and implementation examples, all in easily understood pseudo-code and suitable for use in real-world, large-scale data mining projectsComplete classroom support for instructors at www.mkp.com/datamining2e companion site

    If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination.You'll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Muller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book.With this book, you'll learn:Fundamental concepts and applications of machine learningAdvantages and shortcomings of widely used machine learning algorithmsHow to represent data processed by machine learning, including which data aspects to focus onAdvanced methods for model evaluation and parameter tuningThe concept of pipelines for chaining models and encapsulating your workflowMethods for working with text data, including text-specific processing techniquesSuggestions for improving your machine learning and data science skills

    Starting from the basics of probability, the authors develop the theory of statistical inference using techniques, definitions, and concepts that are statistical and are natural extensions and consequences of previous concepts. This book can be used for readers who have a solid mathematics background. It can also be used in a way that stresses the more practical uses of statistical theory, being more concerned with understanding basic statistical concepts and deriving reasonable statistical procedures for a variety of situations, and less concerned with formal optimality investigations.

    But the full impact of the crises we have recently faced will create far more problems, and unless you're prepared, you'll struggle to regain your financial footing.In The Great Reflation, author Tony Boeckh helps you understand how these crises, and the policies passed to jumpstart the economy, will play out for investments and business, and provides you with the tools to excel in today's rapidly evolving financial landscape. He reveals how similar episodes compare with the current crises and what this could mean for your financial future.Arms you with practical insights that will allow you to evaluate different investment options Explores the implications of the end of the private debt cycle, the possible rise of a new age of thrift, and the new government debt crisis Reveals how you can profit from once-in-a-lifetime opportunities as well as proper portfolio allocation strategies While things may never return to "normal," you can still make choices that will allow you to prosper. This book will show you how.

    Eminent Canadian law professor and legal theorist Joel Bakan contends that today's corporation is a pathological institution, a dangerous possessor of the great power it wields over people and societies.In this revolutionary assessment of the history, character, and globalization of the modern business corporation, Bakan backs his premise with the following observations:-The corporation’s legally defined mandate is to pursue relentlessly and without exception its own economic self-interest, regardless of the harmful consequences it might cause to others. -The corporation’s unbridled self-interest victimizes individuals, society, and, when it goes awry, even shareholders and can cause corporations to self-destruct, as recent Wall Street scandals reveal. -Governments have freed the corporation, despite its flawed character, from legal constraints through deregulation and granted it ever greater authority over society through privatization.But Bakan believes change is possible and he outlines a far-reaching program of achievable reforms through legal regulation and democratic control.Featuring in-depth interviews with such wide-ranging figures as Nobel Prize winner Milton Friedman, business guru Peter Drucker, and cultural critic Noam Chomsky, The Corporation is an extraordinary work that will educate and enlighten students, CEOs, whistle-blowers, power brokers, pawns, pundits, and politicians alike.

    W. Norton changed the way world literature is taught by introducing The Norton Anthology of World Masterpieces, Expanded Edition. Leading the field once again, Norton is proud to publish the anthology for the new century, The Norton Anthology of World Literature, Second Edition. Now published in six paperback volumes (packaged in two attractive slipcases), the new anthology boasts slimmer volumes, thicker paper, a bolder typeface, and dozens of newly included or newly translated works from around the world. The Norton Anthology of World Literature represents continuity as well as change. Like its predecessor, the anthology is a compact library of world literature, offering an astounding forty-three complete longer works, more than fifty prose works, over one hundred lyric poems, and twenty-three plays. More portable, more suitable for period courses, more pleasant to read, and more attuned to current teaching and research trends, The Norton Anthology of World Literature remains the most authoritative, comprehensive, and teachable anthology for the world literature survey.

    That’s a mistake, Tim Harford says in The Data Detective. We shouldn’t be suspicious of statistics—we need to understand what they mean and how they can improve our lives: they are, at heart, human behavior seen through the prism of numbers and are often “the only way of grasping much of what is going on around us.” If we can toss aside our fears and learn to approach them clearly—understanding how our own preconceptions lead us astray—statistics can point to ways we can live better and work smarter.As “perhaps the best popular economics writer in the world” (New Statesman), Tim Harford is an expert at taking complicated ideas and untangling them for millions of readers. In The Data Detective, he uses new research in science and psychology to set out ten strategies for using statistics to erase our biases and replace them with new ideas that use virtues like patience, curiosity, and good sense to better understand ourselves and the world. As a result, The Data Detective is a big-idea book about statistics and human behavior that is fresh, unexpected, and insightful.

    Valuation provides up-to-date insights and practical advice on how to create, manage, and measure an organization's value. Along with all-new case studies that illustrate how valuation techniques and principles are applied in real-world situations, this comprehensive guide has been updated to reflect the events of the Internet bubble and its effect on stock markets, new developments in academic finance, changes in accounting rules (both U. S. and IFRS), and an enhanced global perspective. This edition contains the solid framework that managers at all levels, investors, and students have come to trust.

    It repays us many times over to be good economists. Economic issues are active in our lives every day. However, when the subject of economics comes up in conversation or on the news, we can find ourselves longing for a more sophisticated understanding of the fundamentals of economics.36 lectures | 30 minutes each.

    Sowell reveals the general principles behind any kind of economy-capitalist, socialist, feudal, and so on. In readable language, he shows how to critique economic policies in terms of the incentives they create, rather than the goals they proclaim. With clear explanations of the entire field, from rent control and the rise and fall of businesses to the international balance of payments, this is the first book for anyone who wishes to understand how the economy functions.

    Linear algebra is tightly integrated into the text.

    Deciding whether to build another power generation plant in the next five years requires forecasts of future demand. Scheduling staff in a call centre next week requires forecasts of call volumes. Stocking an inventory requires forecasts of stock requirements. Telecommunication routing requires traffic forecasts a few minutes ahead. Whatever the circumstances or time horizons involved, forecasting is an important aid in effective and efficient planning. This textbook provides a comprehensive introduction to forecasting methods and presents enough information about each method for readers to use them sensibly. Examples use R with many data sets taken from the authors' own consulting experience.

    It’s helpful for learning Agile and Scrum, and also for a basic preparation for the PSM I exam (Professional Scrum Master level 1). It can also act as a simple reference for Scrum practitioners.