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Essays on the Predictability and Volatility of Asset Returns

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Release : 2010
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Book Synopsis Essays on the Predictability and Volatility of Asset Returns by : Stefan A. Jacewitz

Download or read book Essays on the Predictability and Volatility of Asset Returns written by Stefan A. Jacewitz. This book was released on 2010. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation collects two papers regarding the econometric and economic theory and testing of the predictability of asset returns. It is widely accepted that stock returns are not only predictable but highly so. This belief is due to an abundance of existing empirical literature finding often overwhelming evidence in favor of predictability. The common regressors used to test predictability (e.g., the dividend-price ratio for stock returns) are very persistent and their innovations are highly correlated with returns. Persistence when combined with a correlation between innovations in the regressor and asset returns can cause substantial over-rejection of a true null hypothesis. This result is both well documented and well known. On the other hand, stochastic volatility is both broadly accepted as a part of return time series and largely ignored by the existing econometric literature on the predictability of returns. The severe effect that stochastic volatility can have on standard tests are demonstrated here. These deleterious effects render standard tests invalid. However, this problem can be easily corrected using a simple change of chronometer. When a return time series is read in the usual way, at regular intervals of time (e.g., daily observations), then the distribution of returns is highly non-normal and displays marked time heterogeneity. If the return time series is, instead, read according to a clock based on regular intervals of volatility, then returns will be independent and identically normally distributed. This powerful result is utilized in a unique way in each chapter of this dissertation. This time-deformation technique is combined with the Cauchy t-test and the newly introduced martingale estimation technique. This dissertation finds no evidence of predictability in stock returns. Moreover, using martingale estimation, the cause of the Forward Premium Anomaly may be more easily discerned.

Essays on the Predictability and Volatility of Returns in the Stock Market

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Release : 2008
Genre : Bayesian statistical decision theory
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Book Synopsis Essays on the Predictability and Volatility of Returns in the Stock Market by : Ruojun Wu

Download or read book Essays on the Predictability and Volatility of Returns in the Stock Market written by Ruojun Wu. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation studies the effect of parameter uncertainty on the return predictability and volatility of the stock market. The first two chapters focus on the decomposition of market volatility, and the third chapter studies the return predictability. When facing imperfect information, the investors tend to form a learning scheme that encompasses both historical data and prior beliefs. In the variance decomposition framework, the introducing of learning directly impacts the way that return forecasts are revised and consequently the relative component of market volatility based on these forecasts, namely the price movements from revision on future discount rates and those from future cash flows. According to the empirical study in Chapter 1, the former is not necessarily the major driving force of market volatility, which provides an alternative view on what moves stock prices. Learning is modeled and estimated by Bayesian method. Chapter 2 follows the topic in Chapter 1 and studies the role of persistent state variables in return decomposition in order to provide more robust inference on variance decomposition. In Chapter 3 we propose to utilize theoretical constraints to help predict market returns when in sample data is very noisy and creates model uncertainty for the investors. The constraints are also incorporated by Bayesian method. We show in the out-of-sample forecast experiment that models with theoretical constraints produce better forecasts.

Essays on Return Predictability and Volatility Estimation

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Release : 2008
Genre : Investments
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Book Synopsis Essays on Return Predictability and Volatility Estimation by : Yuzhao Zhang

Download or read book Essays on Return Predictability and Volatility Estimation written by Yuzhao Zhang. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt:

Three Essays on the Predictability of Stock Returns

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Author :
Release : 2001
Genre : Stocks
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Book Synopsis Three Essays on the Predictability of Stock Returns by : Amit Goyal

Download or read book Three Essays on the Predictability of Stock Returns written by Amit Goyal. This book was released on 2001. Available in PDF, EPUB and Kindle. Book excerpt:

Three Essays on Stock Market Volatility and Stock Return Predictability

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Author :
Release : 2000
Genre : Stock exchanges
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Book Synopsis Three Essays on Stock Market Volatility and Stock Return Predictability by : Shu Yan

Download or read book Three Essays on Stock Market Volatility and Stock Return Predictability written by Shu Yan. This book was released on 2000. Available in PDF, EPUB and Kindle. Book excerpt:

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