2008 and 2005. No part of this publication may be reproduced or distributed in any form or by any means, or stored in a database or retrieval system, without the prior written consent of The McGraw-Hill Companies, Inc., including, but not limited to, in any network or other electronic storage or transmission, or broadcast for distance learning. Some ancillaries, including electronic and print components, may not be available to customers outside the United States. This book is printed on acid-free
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Diversification at 3M: Leveraging Technology (Chapter 7) ● News Corp’s Successful Acquisition Strategy (Chapter 8) ● How to Flatten and Decentralize Structure (Chapter 9) Practicing Strategic Management Application-based activities intended to get your students thinking beyond the book. Small-Group Exercises Short experiential exercises that ask students to coordinate and collaborate on group work focused on an aspect of strategic management. Exploring the Web Internet exercises that require
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Diversification at 3M: Leveraging Technology (Chapter 7) ● News Corp’s Successful Acquisition Strategy (Chapter 8) ● How to Flatten and Decentralize Structure (Chapter 9) Practicing Strategic Management Application-based activities intended to get your students thinking beyond the book. Small-Group Exercises Short experiential exercises that ask students to coordinate and collaborate on group work focused on an aspect of strategic management. Exploring the Web Internet exercises that require
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Seven: The Quiet Crisis / 250 Eight: This Is Not a Test / 276 Developing Countries and the Flat World Nine: The Virgin of Guadalupe / 309 Companies and the Flat World Geopolitics and the Flat World Eleven: The Unflat World / 371 Twelve: The Dell Theory of Conflict Prevention / 414 Conclusion: Imagination Thirteen: 11/9 Versus 9/11 / 441 Acknowledgments I 471 Index I 475 Kq p K :::::How the World Became Flat ::::: ONE While I Was Sleeping Your Highnesses, as Catholic Christians,
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Data Mining Practical Machine Learning Tools and Techniques The Morgan Kaufmann Series in Data Management Systems Series Editor: Jim Gray, Microsoft Research Data Mining: Practical Machine Learning Tools and Techniques, Second Edition Ian H. Witten and Eibe Frank Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration Earl Cox Data Modeling Essentials, Third Edition Graeme C. Simsion and Graham C. Witt Location-Based Services Jochen Schiller and Agnès Voisard Database
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Mining Third Edition This page intentionally left blank Data Mining Practical Machine Learning Tools and Techniques Third Edition Ian H. Witten Eibe Frank Mark A. Hall AMSTERDAM • BOSTON • HEIDELBERG • LONDON NEW YORK • OXFORD • PARIS • SAN DIEGO SAN FRANCISCO • SINGAPORE • SYDNEY • TOKYO Morgan Kaufmann Publishers is an imprint of Elsevier Morgan Kaufmann Publishers is an imprint of Elsevier 30 Corporate Drive, Suite 400, Burlington, MA 01803, USA This book is printed on acid-free
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Kevin Feldhausen, Michael Moore, and Steve Winard. ACKNOWLEDGMENTS I first want to thank my collaborator, Collins Hemingway, for his help in synthesizing and developing the material in this book and for his overall management of this project. I want to thank four CEOs who read a late draft of the manuscript and offered valuable thoughts on how to make it more meaningful for business leaders: Paul O'Neill, Alcoa; Ivan Seidenberg, Bell Atlantic; Tony Nicely, GEICO Insurance; and Ralph Larsen, Johnson
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organizer, would make me a viable candidate. After discussing it with my wife, I entered the race and proceeded to do what every first-time candidate does: I talked to anyone who would listen. I went to block club meetings and church socials, beauty shops and barbershops. If two guys were standing on a corner, I would cross the street to hand them campaign literature. And everywhere I went, I’d get some version of the same two questions. “Where’d you get that funny name?” And then: “You seem like a nice
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