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Factor Reduction / Principal Component Analysis

Java Applet

Alternatively you may launch this applet using Java WebStart. Minimum requirements: Java 1.6. Tested with Firefox and Safari. Source code for the underlying library is available at finmath.net.

IMPORTANT: The applet is currently self-signed. Hence it will no longer run under the Java security level "high", which has become default. In order to run the applet, you need to add the domain http://christian-fries.de to the Exception Site List. To edit the Exception Site List open the Java control panel, select the Security tab, then press Edit Site List.

Description

This tool illustrates the impact of a factor reduction on a correlation matrix.

It serves as a companion to Appendix B.3 of Mathematical Finance.

Predefined Scenarios

Your may step through five predefined scenarios.
Scenario 1 Scenario 2 Scenario 3 Scenario 4 Scenario 5
Reduction to one factor (trivial). Reduction to two factors. Reduction to five factors. Reduction to two factors starting from a setting of high correlation. Reduction to five factors starting from a setting of high correlation.

The scenarios 1-3 give a first impression of what a factor reduction does. Increasing the number of factors we will catch more and more of the original correlation structure. The scenarios 4 and 5 show that for some situations it is sufficient to use one 2 or 3 factors to capture the correlation structure.

© Copyright 2007,2013 Christian P. Fries