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Preparing for the Worst: Incorporating Downside Risk in Stock Market Investments PDF

321 Pages·2004·3.015 MB·English
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Preparing for the Worst WILEY SERIES IN PROBABILITY AND STATISTICS Established by WALTER A.SHEWHART and SAMUEL S.WILKS Editors:David J.Balding,Noel A.C.Cressie,Nicholas I.Fisher, Iain M.Johnstone,J.B.Kadane,Geert Molenberghs,Louise M.Ryan, David W.Scott,Adrian F.M.Smith,Jozef L.Teugels Editors Emeriti:Vic Barnett,J.Stuart Hunter,David G.Kendall A complete list of the titles in this series appears at the end of this volume. Preparing for the Worst Incorporating Downside Risk in Stock Market Investments HRISHIKESH D.VINOD Fordham University Department of Economics Bronx,NY DERRICK P.REAGLE Fordham University Department of Economics Bronx,NY A JOHN WILEY & SONS,INC.,PUBLICATION Copyright © 2005 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,Inc.,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) 748-6008. 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 respect to the accuracy or completeness of the contents of this book and specifically disclaim any implied warranties of merchantability or fitness for a particular purpose.No warranty may be created or extended by sales representatives or written sales materials.The advice and strategies contained herein may not be suitable for your situation.You should consult with a professional where appropriate.Neither the publisher nor author shall be liable for any loss of profit or any other commercial damages,including but not limited to special,incidental,consequential,or other damages. For general information on our other products and services please contact our Customer Care Department within the U.S.at 877-762-2974,outside the U.S.at 317-572-3993 or fax 317-572-4002. Wiley also publishes its books in a variety of electronic formats.Some content that appears in print,however,may not be available in electronic format. Library of Congress Cataloging-in-Publication Data: Vinod,Hrishikesh D.,1939– Preparing for the worst:incorporating downside risk in stock market investments / Hrishikesh D.Vinod,Derrick P.Reagle. p. cm. “Wiley-Interscience,a John Wiley & Sons Inc.publication.” Includes bibliographical references. ISBN 0-471-23442-7 (cloth:alk.paper) 1. Stocks. 2. Investments. 3. Risk management. I. Reagle,Derrick P.(Derrick Peter), 1972– II. Title. HG4661.V56 2004 332.63¢22—dc22 2004047418 Printed in the United States of America 10 9 8 7 6 5 4 3 2 1 To ARUNDHATI AND RITA VINOD ELIZABETH REAGLE Contents List of Figures xiii List of Tables xvii Preface xix 1. Quantitative Measures of the Stock Market 1 1.1. Pricing Future Cash Flows, 1 1.2. The Expected Return, 6 1.3. Volatility, 9 1.4. Modeling of Stock Price Diffusion, 14 1.4.1. Continuous Time, 16 1.4.2. Jump Diffusion, 17 1.4.3. Mean Reversion in the Diffusion Context, 18 1.4.4. Higher Order Lag Correlations, 19 1.4.5. Time-Varying Variance, 20 1.5. Efficient Market Hypothesis, 22 1.5.1. Weak Form Efficiency, 23 1.5.2. Semi-strong Form Efficiency, 24 1.5.3. Strong Form Efficiency, 25 Appendix:Simple Regression Analysis, 26 2. A Short Review of the Theory of Risk Measurement 29 2.1. Quantiles and Value at Risk, 29 2.1.1. Pearson Family as a Generalization of the Normal Distribution, 32 2.1.2. Pearson Type IV Distribution for Our Mutual Fund Data, 36 vii viii contents 2.1.3. Nonparametric Value at Risk (VaR) Calculation from Low Percentiles, 37 2.1.4. Value at Risk for Portfolios with Several Assets, 37 2.2. CAPM Beta,Sharpe,and Treynor Performance Measures, 39 2.2.1. Using CAPM for Pricing of Securities, 43 2.2.2. Using CAPM for Capital Investment Decisions, 43 2.2.3. Assumptions of CAPM, 44 2.3. When You Assume..., 44 2.3.1. CAPM Testing Issues, 44 2.4. Extensions of the CAPM, 46 2.4.1. Observable Factors Model, 47 2.4.2. Arbitrage Pricing Theory (APT) and Construction of Factors, 48 2.4.3. Jensen,Sharpe,and Treynor Performance Measures, 50 Appendix:Estimating the Distribution from the Pearson Family of Distributions, 52 3. Hedging to Avoid Market Risk 55 3.1. Derivative Securities:Futures,Options, 55 3.1.1. A Market for Trading in Futures, 57 3.1.2. How Smart Money Can Lose Big, 60 3.1.3. Options Contracts, 61 3.2. Valuing Derivative Securities, 63 3.2.1. Binomial Option Pricing Model, 65 3.2.2. Option Pricing from Diffusion Equations, 66 3.3. Option Pricing Under Jump Diffusion, 68 3.4. Implied Volatility and the Greeks, 70 3.4.1. The Role of Dof an Option for Downside Risk, 71 3.4.2. The Gamma (G) of an Option, 71 3.4.3. The Omega,Theta,Vega,and Rho of an Option, 71 Appendix:Drift and Diffusion, 73 4. Monkey Wrench in the Works:When the Theory Fails 75 4.1. Bubbles,Reversion,and Patterns, 75 4.1.1. Calendar Effects, 76 4.1.2. Mean Reversion, 77 4.1.3. Bubbles, 79 4.2. Modeling Volatility or Variance Explicitly, 80

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