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We explore the performance of mixed-frequency predictive regressions for stock returns from the perspective of a Bayesian investor. We develop a constrained parameter learning approach for sequential estimation allowing for belief revisions. Empirically, we find that mixed-frequency models...
Persistent link: https://www.econbiz.de/10014348997
-step procedure that (1) imposes a dogmatic view on a given economic theory to forecast the equity premium, and (2) exploits the … motivated predictors rather than dilute the importance of economic theory for equity premium predictability. Yet, each predictor …
Persistent link: https://www.econbiz.de/10014349549
We survey the literature on stock return forecasting, highlighting the challenges faced by forecasters as well as strategies for improving return forecasts. We focus on U.S. equity premium forecastability and illustrate key issues via an empirical application based on updated data. Some studies...
Persistent link: https://www.econbiz.de/10014351279
This paper proposes a novel algorithm called Persistent Homology for Realized Volatility (PH-RV), which aims to effectively incorporate persistent homology (PH) into neural network models to increase their forecast accuracy in predicting realized volatility (RV). This paper also proposes a novel...
Persistent link: https://www.econbiz.de/10014354048
This paper reappraises the usefulness of forecast combination for predicting the US equity premium. For comparison, we also include penalized regression and dimension reduction approaches. We fail to find evidence of predictive ability in recent decades, regardless of the forecasting method...
Persistent link: https://www.econbiz.de/10013406380
Standard realized volatility (RV) measures estimate the latent volatility of an asset price using high frequency data …
Persistent link: https://www.econbiz.de/10014255167
We provide a formulation of stochastic volatility (SV) based on Gaussian process regression (GPR). Forecasting volatility out-of-sample, both simulation and empirical analyses show that our GPR-based stochastic volatility (GPSV) model clearly outperforms SV and GARCH benchmarks, especially at...
Persistent link: https://www.econbiz.de/10014186681
price-earnings multiple to form the sum-of-the-parts forecast. Our results demonstrate significant predictability from a …
Persistent link: https://www.econbiz.de/10015062491
Persistent link: https://www.econbiz.de/10009715114
From 1836 to 2011, the average real rate of price change for gold in the United States is 1.1% per year and the … gold's real rate of price change with consumption and GDP growth rates are small and statistically insignificantly … between gold services and ordinary consumption, the model can generate a mean real rate of price change within the (0.1%, 2 …
Persistent link: https://www.econbiz.de/10013087443