Data 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
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CORE CONCEPTS OF Accounting Information Systems Twelfth Edition Mark G. Simkin, Ph.D. Professor Department of Accounting and Information Systems University of Nevada Jacob M. Rose, Ph.D. Professor Department of Accounting and Finance University of New Hampshire Carolyn Strand Norman, Ph.D., CPA Professor Department of Accounting Virginia Commonwealth University JOHN WILEY & SONS, INC. VICE PRESIDENT & PUBLISHER SENIOR ACQUISITIONS EDITOR PROJECT EDITOR ASSOCIATE
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Review of Marketing Research Review of Marketing Research VOLUME 1 Naresh K. Malhotra Editor M.E.Sharpe Armonk, New York London, England 4 AUTHOR Copyright © 2005 by M.E.Sharpe, Inc. All rights reserved. No part of this book may be reproduced in any form without written permission from the publisher, M.E. Sharpe, Inc., 80 Business Park Drive, Armonk, New York 10504. Library of Congress ISSN: 1548-6435 ISBN 0-7656-1304-2 (hardcover) Printed in the United States of America
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Acclaim for THE LEAN STARTUP Acclaim for THE LEAN STARTUP “The Lean Startup isn’t just about how to create a more successful entrepreneurial business; it’s about what we can learn from those businesses to improve virtually everything we do. I imagine Lean Startup principles applied to government programs, to health care, and to solving the world’s great problems. It’s ultimately an answer to the question How can we learn more quickly what works and discard what doesn’t?” —Tim O’Reilly, CEO,
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Measuring the Cost of Cybercrime Ross Anderson 1 Chris Barton 2 Rainer B¨hme 3 o Richard Clayton 4 Michel J.G. van Eeten 5 Michael Levi 6 Tyler Moore 7 Stefan Savage 8 Abstract In this paper we present what we believe to be the first systematic study of the costs of cybercrime. It was prepared in response to a request from the UK Ministry of Defence following scepticism that previous studies had hyped the problem. For each of the main categories of cybercrime we set out what is and is not known
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Acclaim for THE LEAN STARTUP “The Lean Startup isn’t just about how to create a more successful entrepreneurial business; it’s about what we can learn from those businesses to improve virtually everything we do. I imagine Lean Startup principles applied to government programs, to health care, and to solving the world’s great problems. It’s ultimately an answer to the question How can we learn more quickly what works and discard what doesn’t?” —Tim O’Reilly, CEO, O’Reilly Media “Eric Ries unravels
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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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Technology Ventures From Idea to Enterprise is p r bite ohi d. se The pre na limi ry p s age are p are rep d fo r s ent tud s of D ho r. T ma Any s. yer sB oth e e r us se The pre na limi ry p s age are p are rep d fo r s ent tud s of D ho r. T ma Any s. yer sB oth e e r us is p r bite ohi d. Technology Ventures From Idea to Enterprise d. Thomas H. Byers Stanford University
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A C L A S S W I T H D R U C K E R This page intentionally left blank A Class with Drucker The Lost Lessons of the World’s Greatest Management Teacher BY WILLIAM A. COHEN, PhD A M E R I C A N NEW YORK I M A N A G E M E N T I A S S O C I A T I O N I AT L A N TA I I B R U S SE L S I CHICAGO I MEXICO CITY I SAN FRANCISCO D. C. S H A N G H A I T O K Y O T O R O N T O W A S H I N G T O N, Special discounts on bulk quantities of AMACOM
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org Please contact the GNU Press for information regarding bulk purchases for classroom or user group use, reselling, or any other questions or comments. Original artwork by Etienne Suvasa. Cover design by Jonathan Richard. Permission is granted to make and distribute verbatim copies of this book provided the copyright notice and this permission notice are preserved on all copies. Permission is granted to copy and distribute translations of this book into another language, from the original English
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