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This paper develops a wavelet (spectral) approach to estimate the parameters of a linear regression model where the regressand and the regressors are persistent processes and contain a measurement error. We propose a wavelet filtering approach which does not require instruments and yields...
Persistent link: https://www.econbiz.de/10013158834
Classical statistics (e.g., Econometrics) relies on assumptions that are often unrealistic in finance. Two critical assumptions are that the researcher has perfect knowledge about the model's specification, and that the researcher knows all the variables involved in a phenomenon (including all...
Persistent link: https://www.econbiz.de/10012835511
Many quantitative firms have suffered substantial losses as a result of the COVID-19 selloff. In this note, we highlight three lessons that quantitative researchers could learn from this crisis. First, researchers should develop more nowcasting methods, and pay less attention to forecasts....
Persistent link: https://www.econbiz.de/10012836460
Six weeks after becoming a pandemic, COVID-19 has caused over 150,000 deaths across 210 countries. Governments around the world have instituted universal lockdowns to curve the spread of this serious disease. While it is obvious that extended universal lockdowns have saved lives that otherwise...
Persistent link: https://www.econbiz.de/10012836519
Persistent link: https://www.econbiz.de/10012838611
Successful investment strategies are specific implementations of general theories. An investment strategy that lacks a theoretical justification is likely to be false. Hence, an asset manager should concentrate her efforts on developing a theory, rather than on back-testing potential trading...
Persistent link: https://www.econbiz.de/10012839015
When used incorrectly, the risk of machine learning (ML) overfitting is extremely high. However, ML counts with sophisticated methods to prevent: (a) train set overfitting, and (b) test set overfitting.Thus, the popular belief that ML overfits is false. A more accurate statement would be that:...
Persistent link: https://www.econbiz.de/10012840719
When prices reflect all available information, they oscillate around an equilibrium level. This oscillation is the result of the temporary market impact caused by waves of buyers and sellers. This price behavior can be approximated through an Ornstein-Uhlenbeck (OU) process.Market makers provide...
Persistent link: https://www.econbiz.de/10012842068
Indonesian Abstract: Dividen yang diperoleh merupakan salah satu alasan investor untuk menanamkan dananya pada suatu perusahaan. Dividen merupakan kebijakan yang penting dalam perusahaan karena menyangkut pemegang saham yang notabene merupakan sumber modal dari perusahaan tersebut. Investor...
Persistent link: https://www.econbiz.de/10012844274
A substitution effect takes place when two or more explanatory variables share a substantial amount of information (predictive power).Under the presence of substitution effects, feature importance methods may not be able to determine robustly which variables are significant.This presentation...
Persistent link: https://www.econbiz.de/10012844373