Portfolio Optimization
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The Modern Portfolio Theory is based on the assumptions that
investment returns follow a normal distribution and the correlations among asset
classes are fixed. Both of these assumptions proved to be wrong but no reliable
replacements have been proposed.
Our solution is based on two tools, the Independent Component
Analysis (ICA) and the Empirical Statistical Distribution (ESD). The ICA is used
to determine combinations of investments with the highest degree of independence
to create a solid portfolio capable to respond well to crisis. The ESD is used
to maximize the return versus risk ratio based on the observation that the
Probability Distribution Function (PDF) has an average shifted towards the right
for a more profitable investment and has a narrower shape for a less risky
investment.
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