...publisher. MIT Press books may be purchased at special quantity discounts for business or sales promotional use. For information, please email special sales@mitpress.mit.edu or write to Special Sales Department, The MIT Press, 55 Hayward Street, Cambridge, MA 02142. A This book was set in L TEX by the authors. Printed and bound in the United States of America. Library of Congress Cataloging-in-Publication Data Mohri, Mehryar. Foundations of machine learning / Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar. p. cm. - (Adaptive computation and machine learning series) Includes bibliographical references and index. ISBN 978-0-262-01825-8 (hardcover : alk. paper) 1. Machine learning. 2. Computer algorithms. I. Rostamizadeh, Afshin. II. Talwalkar, Ameet. III. Title. Q325.5.M64 2012 006.3’1-dc23 2012007249 10 9 8 7 6 5 4 3 2 1 Contents Preface 1 Introduction 1.1 Applications and problems . 1.2 Definitions and terminology 1.3 Cross-validation . . . . . . . 1.4 Learning scenarios . . . . . 1.5 Outline . . . . . . . . . . . 2 The 2.1 2.2 2.3 2.4 xi 1 1 3 5 7 8 11 11 17 21 24 24 25 26 27 28 29 33 34 38 41 48 54 55 63...
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...i Computational Complexity: A Modern Approach Draft of a book: Dated January 2007 Comments welcome! Sanjeev Arora and Boaz Barak Princeton University complexitybook@gmail.com Not to be reproduced or distributed without the authors’ permission This is an Internet draft. Some chapters are more finished than others. References and attributions are very preliminary and we apologize in advance for any omissions (but hope you will nevertheless point them out to us). Please send us bugs, typos, missing references or general comments to complexitybook@gmail.com — Thank You!! DRAFT ii DRAFT About this book Computational complexity theory has developed rapidly in the past three decades. The list of surprising and fundamental results proved since 1990 alone could fill a book: these include new probabilistic definitions of classical complexity classes (IP = PSPACE and the PCP Theorems) and their implications for the field of approximation algorithms; Shor’s algorithm to factor integers using a quantum computer; an understanding of why current approaches to the famous P versus NP will not be successful; a theory of derandomization and pseudorandomness based upon computational hardness; and beautiful constructions of pseudorandom objects such as extractors and expanders. This book aims to describe such recent achievements of complexity theory in the context of the classical results. It is intended to both serve as a textbook as a reference for self-study. This means...
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...ORGANIZATIONAL BEHAVIOR CONCEPTS CONTROVERSIES APPLICATIONS Seventh Edition Stephen P. Robbins 1996 Contents Part One • Introduction Chapter 1 What Is Organizational Behavior? 2 Chapter 2 Responding to Global and Cultural Diversity 42 Part Two • The Individual Chapter 3 Foundations of Individual Behavior 80 Chapter 4 Perception and Individual Decision Making 130 Chapter 5 Values, Attitudes, and Job Satisfaction 172 Chapter 6 Basic Motivation Concepts 210 Chapter 7 Motivation: From Concepts to Applications 250 Part Three • The Group Chapter 8 Foundations of Group Behavior 292 Chapter 9 Understanding Work Teams 344 Chapter 10 Communication 374 Chapter 11 Leadership 410 Chapter 12 Power and Politics 460 Chapter 13 Conflict, Negotiation, and Intergroup Behavior 502 Part Four - The Organization System Chapter 14 Foundations of Organization Structure 548 Chapter 15 Technology, Work Design, and Stress 588 Chapter 16 Human Resource Policies and Practices 634 Chapter 17 Organizational Culture 678 Part Five - Organizational Dynamics Chapter 18 Organizational Change and Development 714 CHAPTER I • WHAT IS ORGANIZATIONAL BEHAVIOR? What Managers Do Let’s begin by briefly defining the terms manager and the place where managers work—the organization. Then let’s look at the manager’s job; specifically, what do managers do? Managers get things done through other people. They make decisions, allocate resources, and direct the activities of others to attain goals. Managers do...
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...Robert Johnston Stuart Chambers Christine Harland Alan Harrison Nigel Slack Cases in Operations Management third edition Cases in Operations Management We work with leading authors to develop the strongest educational materials in operations management, bringing cutting-edge thinking and best learning practice to a global market. Under a range of well-known imprints, including Financial Times Prentice Hall, we craft high quality print and electronic publications which help readers to understand and apply their content, whether studying or at work. To find out more about the complete range of our publishing, please visit us on the World Wide Web at: www.pearsoneduc.com THIRD EDITION Cases in Operations Management Robert Johnston Warwick Business School, University of Warwick Stuart Chambers Warwick Business School, University of Warwick Christine Harland School of Management, University of Bath Alan Harrison Cranfield School of Management, Cranfield University Nigel Slack Warwick Business School, University of Warwick Pearson Education Limited Edinburgh Gate Harlow Essex CM20 2JE United Kingdom and Associated Companies throughout the world Visit us on the World Wide Web at: www.pearsoned.co.uk First published 1993 Second published 1997 Third Edition 2003 © Robert Johnston, Stuart Chambers, Christine Harland, Alan Harrison and Nigel Slack 1993, 2003 The rights of Robert Johnston, Stuart Chambers, Christine Harland, Alan Harrison...
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...The Six Sigma Handbook Revised and Expanded A Complete Guide for Green Belts, Black Belts, and Managers at All Levels THOMAS PYZDEK McGraw-Hill New York Chicago San Francisco Lisbon London Madrid Mexico City Milan New Delhi San Juan Seoul Singapore Sydney Toronto Copyright © 2003 by The McGraw-HIll Companies, Inc. All rights reserved. Manufactured in the United States of America. Except as permitted under the United States Copyright Act of 1976, 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 permission of the publisher. 0-07-141596-3 The material in this eBook also appears in the print version of this title: 0-07-141015-5. All trademarks are trademarks of their respective owners. Rather than put a trademark symbol after every occurrence of a trademarked name, we use names in an editorial fashion only, and to the benefit of the trademark owner, with no intention of infringement of the trademark. Where such designations appear in this book, they have been printed with initial caps. McGraw-Hill eBooks are available at special quantity discounts to use as premiums and sales promotions, or for use in corporate training programs. For more information, please contact George Hoare, Special Sales, at george_hoare@mcgraw-hill.com or (212) 904-4069. TERMS OF USE This is a copyrighted work and The McGraw-Hill Companies, Inc. (“McGraw-Hill”) and its licensors reserve all...
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...1992, 1984, 1978 by W. W. Norton & Company, Inc. All rights reserved Printed in the United States of America THIRD EDITION Library o Congress Cataloging-in-Publication Data f Varian, Hal R. Mlcroeconon~lc analysis / Hal R. Varian. -- 3rd ed. p. an Includes blbllographlcal references and index. 1. Mlcroeconomlcs. 1. Title. HB172.V35 1992 338.5--dc20 ISBN 0-393-95735-7 W. W. Norton & Company, Inc., 500 Fifth Avenue, New York, N.Y. 10110 W. W. Norton & Company, Ltd., 10 Coptic Street, London WClA 1PU CONTENTS PREFACE 1 Technology Measurement of inputs and outputs 1 Specification of technology 2 Example: Input requzrement set Example: Isoquant Example: Shortrun productzon posszbzlztzes set Example: Pt-oductzon functzon Example: Transformatzon functzon Example: Cobb-Douglas technology Example: Leontzef technology Activity analysis 5 Monotonic technologies 6 Convex technologies 7 Regular technologies 9 Parametric representations of technology 10 The technical rate of substitution 11 Example: T R S for a Cobb-Douglas technology The elasticity of substitution 13 Example: The elastzczty of substztutzon for the Cobb-Douglas productzon functzon Returns to scale 14 Example: Returns to scale and the Cobb-Douglas technology Homogeneous and homothetic technologies 17 Example: The CES productzon functzon Exercises 21 2 Profit Maximization . Profit maximization 25 Difficulties 28 Example: The profit functzon for Cobb-Douglas technology Properties...
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...Europe’s journal on infectious disease epidemiolog y, prevention and control Special edition: Chikungunya and Zika virus October 2014 Featuring • Spread of chikungunya from the Caribbean to mainland Central and South America: a greater risk of spillover in Europe? • Aspects of Zika virus transmission • Cases of chikungunya virus infection in travellers returning to Spain from Haiti or Dominican Republic, April-June 2014 www.eurosurveillance.org Editorial team Editorial advisors Based at the European Centre for Disease Prevention and Control (ECDC), 171 83 Stockholm, Sweden Albania: Alban Ylli, Tirana Telephone number Belgium: Sophie Quoilin, Brussels +46 (0)8 58 60 11 38 E-mail eurosurveillance@ecdc.europa.eu Editor-in-chief Ines Steffens Austria: Reinhild Strauss, Vienna Belgium: Koen De Schrijver, Antwerp Bosnia and Herzogovina: Nina Rodić Vukmir, Banja Luka Bulgaria: Mira Kojouharova, Sofia Croatia: Sanja Musić Milanović, Zagreb Cyprus: to be nominated Czech Republic: Bohumir Križ, Prague Denmark: Peter Henrik Andersen, Copenhagen Senior editor Estonia: Kuulo Kutsar, Tallinn Kathrin Hagmaier Finland: Outi Lyytikäinen, Helsinki Scientific editors Karen Wilson Williamina Wilson France: Judith Benrekassa, Paris Germany: Jamela Seedat, Berlin Greece: Rengina Vorou, Athens Hungary: Ágnes Csohán, Budapest Assistant editors Iceland: Haraldur Briem, Reykjavik Alina Buzdugan Ireland: Lelia Thornton...
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...only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer-Verlag. Violations are liable for prosecution under the German Copyright Law. Springer is a part of Springer Science+Business Media springeronline.com ° Springer Berlin ´ Heidelberg 2000, 2002, 2005 Printed in Germany The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. Hardcover-Design: Erich Kirchner, Heidelberg SPIN 11010463 42/3130-5 4 3 2 1 0 ± Printed on acid-free paper...
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...College’s policies, programmes and services. Programme information in this catalogue is effective from September 2010. Students who commenced studies at the College prior to this date, are to be guided by programme requirements as stipulated by the relevant department. Updates on the schedule of classes and changes in academic policies, degree requirements, fees, new course offerings, and other information will be issued by the Office of the Registrar. Students are advised to consult with their departmental academic advisors at least once per semester, regarding their course of study. The policies, rules and regulations of the College are informed by the laws of the Republic of Trinidad and Tobago. iii Table of Contents PG 9 PG 9 PG 10 PG 11 PG 11 PG 12 PG 12 PG 13 PG 14 PG 14 PG 14 PG 14 PG 15 PG 17 PG 18 PG 20 PG 20 PG 20 PG 21 PG 22 PG 22 PG 22 PG 23 PG 23 PG 23 PG 23 PG 24 PG 24 PG 24 PG 24 PG 25 PG 25 PG 25 PG 26 PG 26 PG 26 PG 26 PG 26 PG 26 PG 27 PG 27 PG 27 PG 27 PG 27 PG 27 PG 28 PG 28 PG 28 PG 28 PG 28 PG 33 PG 37 Vision Mission President’s Welcome Institutional Profile Management Structure Registered Status and Accreditation Candidacy Commitment to Quality and Continuous Improvement Core Values General Information Equal Opportunity Disability Right to Privacy Campus Safety and Security How to Use this Catalogue List of Programmes Admissions Four-tiered Admissions Process Prior Learning and Assessment (PLA) How to Apply...
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...Web Video Texts Audio Projects About Account TVNews OpenLibrary | | | | Home | American Libraries | Canadian Libraries | Universal Library | Community Texts | Project Gutenberg | Children's Library | Biodiversity Heritage Library | Additional Collections | Search: Advanced Search | Anonymous User (login or join us) | Upload | Full text of "Natya Shastra of Bharata Muni Volume 1"THE NATYASASTRA A Treatise on Hindu Dramaturgy and Histrionics Ascribed to B ii A R A T A - M r X I Vol. I. ( Chapters I-XXVII ) Completely translated jor the jirst tune from the original Sanskrit tuttri «u Introduction and Various Notes M .U'OMOH A N liHOS H M.A., Pn. I). <OaU 2 Viu i95y CALCUTTA THE RoyiL ISIAJtC SOCIETY OF BENGAL Dedicated to the memory of thom great scholars of India. and the West mho by their indefatigable study and. ingenious interpretation of her Religion, Philosophy, Literature and Arts, have demon- strated the high ealiie of India- s culture to the World at large and ham helped her towa.nls a reawakening and political alteration., and who by their discovery of the Universal aspect of this culture have made patent India's spiritual kinship with the other ancient nations of the World and ham paved the way for an ultimate triumph of Internationalism. PREFACE The preparation 'of an annotated English translation of the Natya&stra entrusted...
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...Probability & Statistics for Engineers & Scientists This page intentionally left blank Probability & Statistics for Engineers & Scientists NINTH EDITION Ronald E. Walpole Roanoke College Raymond H. Myers Virginia Tech Sharon L. Myers Radford University Keying Ye University of Texas at San Antonio Prentice Hall Editor in Chief: Deirdre Lynch Acquisitions Editor: Christopher Cummings Executive Content Editor: Christine O’Brien Associate Editor: Christina Lepre Senior Managing Editor: Karen Wernholm Senior Production Project Manager: Tracy Patruno Design Manager: Andrea Nix Cover Designer: Heather Scott Digital Assets Manager: Marianne Groth Associate Media Producer: Vicki Dreyfus Marketing Manager: Alex Gay Marketing Assistant: Kathleen DeChavez Senior Author Support/Technology Specialist: Joe Vetere Rights and Permissions Advisor: Michael Joyce Senior Manufacturing Buyer: Carol Melville Production Coordination: Lifland et al. Bookmakers Composition: Keying Ye Cover photo: Marjory Dressler/Dressler Photo-Graphics Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book, and Pearson was aware of a trademark claim, the designations have been printed in initial caps or all caps. Library of Congress Cataloging-in-Publication Data Probability & statistics for engineers & scientists/Ronald E. Walpole . . . [et al.] — 9th ed. p. cm. ISBN 978-0-321-62911-1...
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