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AI in finance broadly refers to the applications of AI techniques in financial businesses. This area has attracted attention for decades with both classic and modern AI techniques applied to increasingly broader areas of finance, economy and society. In contrast to either discussing the...
Persistent link: https://www.econbiz.de/10013217733
In the past 20 years, momentum or trend following strategies have become an established part of the investor toolbox. We introduce a new way of analyzing momentum strategies by looking at the information ratio (IR, average return divided by standard deviation). We calculate the theoretical IR of...
Persistent link: https://www.econbiz.de/10013034189
Financial analysts assume that the reliability of predictions derived from regression analysis improves with sample size. This is generally true because larger samples tend to produce less noisy results than smaller samples. But this is not always the case. Some observations are more relevant...
Persistent link: https://www.econbiz.de/10012225139
In recent years both equity and bond markets have been afflicted by high volatility. In order to build up a portfolio on a quantitative basis, several models may be used, such as minimum variance portfolio or equally weighted portfolio. In 2008/09 another way to deal with diversification came...
Persistent link: https://www.econbiz.de/10013090289
Persistent link: https://www.econbiz.de/10013118103
Accessing and managing credit risk has been a major area of interest and concern for both academics, practitioners and regulators, particularly in the afterwards of the recent 2008 financial crisis. Moreover, the effective management of credit risk is a challenge faced by any banking and...
Persistent link: https://www.econbiz.de/10013118119
This paper outlines a tactical asset allocation (TAA) strategy that takes signals from the credit markets and applies them to the stock market. A power model is built using the Russell 2000 equity index and the Bank of America/Merrill Lynch High Yield B index. This model is then used in a...
Persistent link: https://www.econbiz.de/10013123320
Modern Portfolio Theory (MPT), as developed by Markowitz (1952) and others, is often described as a nice but impractical theory. The full MPT framework is very sensitive to parameters like the expected returns which are estimated with errors, resulting in allocations with even larger errors....
Persistent link: https://www.econbiz.de/10013071261
VAA (Vigilant Asset Allocation) is a dual-momentum based investment strategy with a vigorous crash protection and a fast momentum filter. Dual momentum combines absolute (trendfollowing) and relative (strength) momentum. Compared to the traditional dual momentum approaches, we have replaced the...
Persistent link: https://www.econbiz.de/10012951980
The Modern Portfolio Theory (MPT) has been the cornerstone of the asset allocation for over 40 years. In the past decade though, it led in a rather systematic way to bad investments decisions. One of MPT's main assumptions, investor risk aversion that translates into volatility aversion, biases...
Persistent link: https://www.econbiz.de/10012905661