How to obtain estimate of covariance matrix that will be guarantee to be semi-positive define?

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How to obtain estimate of covariance matrix that will be guarantee to be semi-positive define ? (Is CrossValidated better place for this question ?)

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try this www.quarchome.org/correlationmatrix.pdf