...The Dynamics of Viral Marketing ∗ Jure Leskovec Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA Lada A. Adamic School of Information, University of Michigan, Ann Arbor, MI Bernardo A. Huberman HP Labs, Palo Alto, CA 94304 April 20, 2007 Abstract We present an analysis of a person-to-person recommendation network, consisting of 4 million people who made 16 million recommendations on half a million products. We observe the propagation of recommendations and the cascade sizes, which we explain by a simple stochastic model. We analyze how user behavior varies within user communities defined by a recommendation network. Product purchases follow a ’long tail’ where a significant share of purchases belongs to rarely sold items. We establish how the recommendation network grows over time and how effective it is from the viewpoint of the sender and receiver of the recommendations. While on average recommendations are not very effective at inducing purchases and do not spread very far, we present a model that successfully identifies communities, product and pricing categories for which viral marketing seems to be very effective. 1 Introduction With consumers showing increasing resistance to traditional forms of advertising such as TV or newspaper ads, marketers have turned to alternate strategies, including viral marketing. Viral marketing exploits existing social networks by encouraging customers to share product information with their friends...
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...CHAPTER 1 INTRODUCTION A NSWERS TO Q UESTIONS 1.1 Computer architecture refers to those attributes of a system visible to a programmer or, put another way, those attributes that have a direct impact on the logical execution of a program. Computer organization refers to the operational units and their interconnections that realize the architectural specifications. Examples of architectural attributes include the instruction set, the number of bits used to represent various data types (e.g., numbers, characters), I/O mechanisms, and techniques for addressing memory. Organizational attributes include those hardware details transparent to the programmer, such as control signals; interfaces between the computer and peripherals; and the memory technology used. 1.2 Computer structure refers to the way in which the components of a computer are interrelated. Computer function refers to the operation of each individual component as part of the structure. 1.3 Data processing; data storage; data movement; and control. 1.4 Central processing unit (CPU): Controls the operation of the computer and performs its data processing functions; often simply referred to as processor. Main memory: Stores data. I/O: Moves data between the computer and its external environment. System interconnection: Some mechanism that provides for communication among CPU, main memory, and I/O. A common example of system interconnection is by means of a system bus, consisting...
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...COMPUTER ORGANIZATION AND ARCHITECTURE DESIGNING FOR PERFORMANCE EIGHTH EDITION William Stallings Prentice Hall Upper Saddle River, NJ 07458 Library of Congress Cataloging-in-Publication Data On File Vice President and Editorial Director: Marcia J. Horton Editor-in-Chief: Michael Hirsch Executive Editor: Tracy Dunkelberger Associate Editor: Melinda Haggerty Marketing Manager: Erin Davis Senior Managing Editor: Scott Disanno Production Editor: Rose Kernan Operations Specialist: Lisa McDowell Art Director: Kenny Beck Cover Design: Kristine Carney Director, Image Resource Center: Melinda Patelli Manager, Rights and Permissions: Zina Arabia Manager, Visual Research: Beth Brenzel Manager, Cover Visual Research & Permissions: Karen Sanatar Composition: Rakesh Poddar, Aptara®, Inc. Cover Image: Picturegarden /Image Bank /Getty Images, Inc. Copyright © 2010, 2006 by Pearson Education, Inc., Upper Saddle River, New Jersey, 07458. Pearson Prentice Hall. All rights reserved. Printed in the United States of America. This publication is protected by Copyright and permission should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to: Rights and Permissions Department. Pearson Prentice Hall™ is a trademark of Pearson Education, Inc. Pearson® is a registered trademark of...
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...INTELLIGENT INVESTOR A BOOK OF PRACTICAL COUNSEL REVISED EDITION B E NJAM I N G RAHAM Updated with New Commentary by Jason Zweig To E.M.G. Through chances various, through all vicissitudes, we make our way. . . . Aeneid Contents Epigraph iii Preface to the Fourth Edition, by Warren E. Buffett viii A Note About Benjamin Graham, by Jason Zweig x Introduction: What This Book Expects to Accomplish COMMENTARY ON THE INTRODUCTION 1. 1 12 35 The Investor and Inflation 47 COMMENTARY ON CHAPTER 2 3. 18 COMMENTARY ON CHAPTER 1 2. Investment versus Speculation: Results to Be Expected by the Intelligent Investor 58 65 COMMENTARY ON CHAPTER 3 4. A Century of Stock-Market History: The Level of Stock Prices in Early 1972 80 General Portfolio Policy: The Defensive Investor 88 COMMENTARY ON CHAPTER 4 5. 101 124 Portfolio Policy for the Enterprising Investor: Negative Approach 133 COMMENTARY ON CHAPTER 6 7. 112 COMMENTARY ON CHAPTER 5 6. The Defensive Investor and Common Stocks 145 iv 155 COMMENTARY ON CHAPTER 7 8. Portfolio Policy for the Enterprising Investor: The Positive Side 179 The Investor and Market Fluctuations 188 v Contents COMMENTARY ON CHAPTER 8 9. Investing in Investment Funds COMMENTARY ON CHAPTER 9 213 226 242 10. The Investor and His Advisers 257 COMMENTARY ON CHAPTER 10 272 11. Security Analysis...
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...miltrimas235Department of the Army Pamphlet 738–751 Logistics Management Functional Users Manual for the Army Maintenance Management System— Aviation (TAMMS-A) Headquarters Department of the Army Washington, DC 15 March 1999 UNCLASSIFIED SUMMARY of CHANGE DA PAM 738–751 Functional Users Manual for the Army Maintenance Management System— Aviation (TAMMS-A) This revision-o o o Adds an Aircraft Transfer Decision Table (chap 1). Converts the removal/achievement codes back to failure codes (chap 1). Adds procedures for the Unit Level Logistics System-Aviation (chaps 1, 2, 3, and 4). Introduces DA Form 2408-14-1 (Uncorrected Fault Record Aircraft) (chap 2). DA Form 2408-14 (Uncorrected Fault Record) will no longer be used for aviation equipment. Incorporates Standard Army Maintenance System procedures (chap 3). Adds procedures for documentation of component repair at Aviation Intermediate Maintenance and depot levels of maintenance (chap 3). Adds phase maintenance and periodic inspection documentation procedures (chap 3). Adds information on migrating automated DA Form 2410 (Component Removal and Repair/Overhaul Record) data (chap 3). Changes DA Form 2410 and instructions. Therefore, the U.S. Army Aviation and Missile Command’s Guide/Workbook for the DA Form 2410, The Army Maintenance Management System Aviation (TAMMS-A), October 1992, is obsolete (chap 3). Adds instructions for DA Form 2408-16 (Aircraft Component Historical Record) and DA Form 2410 to track aircraft...
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...Engineering and Technology Management Tools and Applications For a listing of recent titles in the Artech House Technology Management and Professional Development Library, turn to the back of this book. Engineering and Technology Management Tools and Applications B. S. Dhillon Artech House Boston • London www.artechhouse.com Library of Congress Cataloging-in-Publication Data Dhillon, B. S. Engineering and technology management tools and applications/B.S. Dhillon. p. cm. — (Artech House technology management and professional development library) Includes bibliographical references and index. ISBN 1-58053-265-9 (alk. paper) 1. Engineering—Management. 2. Technology—Management. I. Title. II. Series. TA190 .D47 2002 620’.0068—dc21 2002074491 British Library Cataloguing in Publication Data Dhillon, B. S. Engineering and technology management tools and applications. (Artech House technology management and professional development library) 1. Engineering—Management 2. Technology—Management I. Title 620’ . 0068 ISBN 1-58053-265-9 Cover design by Igor Valdman © 2002 ARTECH HOUSE, INC. 685 Canton Street Norwood, MA 02062 All rights reserved. Printed and bound in the United States of America. No part of this book may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage and retrieval system, without permission in writing from the publisher. All terms mentioned in this book that...
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...THE STUDENT'S PRACTICAL DICTIONARY ; fNdkoq ; CONTAINING English words with English and Hindi Meanings and Pronunciation in Deva Nagri Character with an Appendix containing Familiar Foreign Words and Phrases and Abbreviations in Common use. FIFTEENTH EDITION Thoroughly Revised,Improved,Enlarged and Illustrated PRICE 3 RUPESS ALLAHABAD RAM NARAIN LAL PUBLISHER AND BOOKSELLER 1936 ISCII text of dictionary taken from from TDIL's ftp: anu.tdil.gov.in pub dict site I N 1.m I Pron 1.m a Det 1.ek, abatement N abbey N 1.kmF, GVtF, GVAv, mdApn, b A, 2.yAg, smAE ag jF vZmAlA kA Tm a"r tTA -vr, 2.tk mphlA kESpt pzq vA -tAv , aback Adv 1.acAnk, ekAek, 2.pFC abandon VT 1.CoX nA, yAg nA, yAgnA, tjnA, d d 2.EbnA aAj^ nA nOkrF CoXnA, apn kodrAcAr aAEd mCoX nA, d , nA d d abandoned A 1.CoXA h,aA, Enjn-TAn, 2.EbgXA h,aA, iEdy lolp, lMpV, drAcArF, aAvArA , , abandonment N 1.pZ yAg, sMpZ aAmosg, EbSkl CoX nA d , abate VI 1.km honA, GVnA, DFmA honA abate VT 1.km krnA, GVAnA, DFmA krnA, m@ym krnA, rok nA, smA krnA d 1 1.IsAiyo kA mW, gz\ArA, kVF, mW, , , 2.mht aADFn sADao kF mXlF k , abbot N 1.mht, mWDArF, mWAEDkArF abbreviate VT 1.km krnA, s" krnA, CoVA krnA, p sAr EnkAlnA abbreviation N 1.s" , GVAv, sAr, lG,!p, skt, p 2.sE" pd yAf, fNd yA pd kA lG!p ^ , abdicate VTI 1.-vQCA s CoXnA, yAg krnA, tjnA, pd yAg krnA abdication N 1.pd yAg abdomen N 1.X, V, k"F, udr p p , abdominal A 1.udr sMbDF, V kA p abduct VI 1.BgA l jAnA, EnkAl l...
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...THE PDMA HANDBOOK OF NEW PRODUCT DEVELOPMENT T HIRD E DITION Kenneth B. Kahn, Editor Associate Editors: Sally Evans Kay Rebecca J. Slotegraaf Steve Uban JOHN WILEY & SONS, INC. Cover image: © Les Cunliffe/iStockphoto Cover design: Elizabeth Brooks This book is printed on acid-free paper. Copyright © 2013 by John Wiley & Sons, Inc. All rights reserved Published by John Wiley & Sons, Inc., Hoboken, New Jersey Published simultaneously in Canada No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning, or otherwise, except as permitted under Section 107 or 108 of the 1976 United States Copyright Act, without either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923, (978) 750-8400, fax (978) 646-8600, or on the web at www.copyright.com. Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) 748-6011, fax (201) 7486008, or online at www.wiley.com/go/permissions. Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in preparing this book, they make no representations or warranties with the respect to the accuracy or completeness of the contents of...
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...- more 1111111 500,000 copi c« sold - 101 GREAT ANSWERS -to the- 101 GREAT ANSWERS TO THE TOUGHEST INTERVIEW QUESTIONS SIXTH EDITION Ron Fry Course Technology PTR A part of Cengage Learning [pic] Australia, Brazil, Japan, Korea, Mexico, Singapore, Spain, United Kingdom, United States [pic] 101 Great Answers to the Toughest Interview Questions, Sixth Edition Ron Fry Publisher and General Manager, Course Technology PTR: Stacy L. Hiquet Associate Director of Marketing: Sarah Panella Manager of Editorial Services: Heather Talbot Marketing Manager: Mark Hughes Acquisitions Editor: Mitzi Koontz Project Editor: Jenny Davidson PTR Editorial Services Coordinator: Jen Blaney Interior Layout Tech: Bill Hartman Cover Designer: Luke Fletcher Indexer: Larry Sweazy Proofreader: Kate Shoup Course Technology, a part of Cengage Learning 20 Channel Center Street Boston, MA 02210 USA © 2009 Course Technology, a part of Cengage Learning. ALL RIGHTS RESERVED. No part of this work covered by the copyright herein may be reproduced, transmitted, stored, or used in any form or by any means graphic, electronic, or mechanical, including but not limited to photocopying, recording, scanning, digitizing, taping, Web distribution...
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...SpringerBriefs in Physics Editorial Board Egor Babaev, University of Massachusetts, USA Malcolm Bremer, University of Bristol, UK Xavier Calmet, University of Sussex, UK Francesca Di Lodovico, Queen Mary University of London, London, UK Maarten Hoogerland, University of Auckland, New Zealand Eric Le Ru, Victoria University of Wellington, New Zealand James Overduin, Towson University, USA Vesselin Petkov, Concordia University, Canada Charles H.-T. Wang, The University of Aberdeen, UK Andrew Whitaker, Queen’s University Belfast, UK For further volumes: http://www.springer.com/series/8902 Péter Hraskó Basic Relativity An Introductory Essay ´ Emeritus Professor at University of Pecs, Hungary 123 Péter Hraskó University of Pécs H-7633 Pécs Szántó Kovács János u. 1/b Hungary e-mail: peter@hrasko.com ISSN 2191-5423 ISBN 978-3-642-17809-2 DOI 10.1007/978-3-642-17810-8 Springer Heidelberg Dordrecht London New York Ó Péter Hraskó 2011 e-ISSN 2191-5431 e-ISBN 978-3-642-17810-8 This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilm or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be...
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...Southern Cross University ePublications@SCU Theses 2004 The contribution of business/management education, to small enterprise solvency Peter Ellis Southern Cross University, PeterEllis@YSP.com.au Suggested Citation Ellis, P 2004, 'The contribution of business/management education, to small enterprise solvency', DBA thesis, Southern Cross University, Lismore, NSW. Copyright P Ellis 2004 For further information about this thesis Peter Ellis can be contacted at peterellis@ysp.com.au ePublications@SCU is an electronic repository administered by Southern Cross University Library. Its goal is to capture and preserve the intellectual output of Southern Cross University authors and researchers, and to increase visibility and impact through open access to researchers around the world. For further information please contact epubs@scu.edu.au. Southern Cross University Doctor of Business Administration The contribution of business/management education, to small enterprise solvency Peter Ellis Submitted to Graduate College of Management Southern Cross University, in partial fulfilment of the Degree of Doctor of Business Administration. 2004 Copyright “The contribution of business/management education, to small enterprise solvency.” Copyright © 2004 by Dr Peter Ellis, who reserves all rights and asserts his right under the Copyright, Design and Patents Act 1988, to be identified as the author of this work. No part of this work may be used or reproduced...
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...OCCUPATIONAL HEALTH AND SAFETY ACT REVIEW March 2004 Chris Maxwell © State of Victoria Printed by State of Victoria, March 2004 ISBN 1920921044 This work is copyright. Apart from any use permitted under the Copyright Act 1968, no part may be reproduced by any process without prior written permission from State of Victoria. Disclaimer: The content in this report is provided for information purposes only. The views expressed herein are those of the author and do not purport to represent the position of the State of Victoria. Neither the author nor the State of Victoria accept any liability to any persons for the information (or the use of such information) which is provided in this review or incorporated into it by reference. The information in this Review is provided on the basis that all persons having access to it undertake responsibility for assessing the relevance and accuracy of its content. OCCUPATIONAL HEALTH AND SAFETY ACT REVIEW March 2004 Chris Maxwell TABLE OF CONTENTS TABLE OF CONTENTS ABBREVIATIONS ACKNOWLEDGEMENTS EXECUTIVE SUMMARY INTRODUCTION CHAPTER 1: A CONSULTATIVE INQUIRY CHAPTER 2: THE SAFETY CONSENSUS PART 1: NEW CHALLENGES FOR OHS 1 3 5 6 15 15 20 24 24 29 46 46 54 60 71 96 96 100 110 120 135 141 159 163 169 177 177 186 192 192 215 222 227 233 233 258 272 284 284 293 328 347 350 354 354 357 360 363 383 387 392 392 397 ...
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...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 on acid-free paper. Copyright © 2011 Elsevier Inc. All rights reserved. No part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or any information storage and retrieval system, without permission in writing from the publisher. Details on how to seek permission, further information about the Publisher’s permissions policies and our arrangements with organizations such as the Copyright Clearance Center and the Copyright Licensing Agency, can be found at our website: www.elsevier.com/permissions. This book and the individual contributions contained in it are protected under copyright by the Publisher (other than as may be noted herein). Notices Knowledge and best practice in this field are constantly changing. As new research and experience broaden our understanding, changes in research methods, professional practices, or medical treatment may become necessary. Practitioners and researchers must...
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...Instructor’s Manual Jane Murtaugh College of DuPage BUSINESS IN ACTION 3rd Edition COURTLAND L. BOVEE JOHN V. THILL & BARBARA E. SCHATZMAN Introduction This Instructor’s Manual brings together a set of completely integrated support materials designed to save instructors the trouble of finding and assembling the resources available for each chapter of the text. 1. Course Planning Guide Included in the guide are suggestions for course design, classroom activities, and supplemental teaching aids. 2. Learning Objectives and Summary of Learning Objectives For each chapter, learning objectives and the summary of the learning objectives are listed. 3. Brief Chapter Outlines For each chapter, a brief chapter outline is provided. 4. Lecture Notes and Chapter Outlines For each chapter, a comprehensive outline is provided, as well as a variety of stimulating lecture enrichment materials. 5. Real-World Cases At least two real-world cases related to chapter material are included for each chapter. 6. Answers to End-of-Chapter Questions Answers to the end-of-chapter questions are provided, as well as suggested teaching tips when appropriate. 7. Answers to See It on the Web Exercises Following the end-of-chapter questions, answers to the See It on the Web Exercises can be found, along with tips for the instructor. Answers to Boxed Features In each chapter, students are presented with at least two supplemental “boxes,” both containing questions about the material discussed. Answers...
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