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Monday, January 30, 2017

Little trick: random positive definite matrix

Sometimes we want to test a model with some random data. When dealing with quadratic problems we may need to invent a positive definite matrix Q. One simple way to do this is as follows:

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I.e. in matrix terms: Q:=QTQ (i.e. the assignment above is not done one-by-one but rather in parallel). To be precise: Q will be positive semi-definite, i.e. xTQx0.

This simple device can help generating random data for convex quadratic models.

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