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Measuring the distance between two points

To: <s-news@lists.biostat.wustl.edu>
Subject: Measuring the distance between two points
From: "Dayan,Y" <Y.Dayan@lse.ac.uk>
Date: Fri, 14 May 2004 13:45:47 +0100
Thread-index: AcQ5sWFJuArGtBkbSLq44mganQ3mIw==
Thread-topic: Measuring the distance between two points
Hi,

I would like to calculate the distance between two points/cases in a 
multivariate dataset.

It seems to me appropriate to use the Mahalanobis distance. 

One variation of the Mahalanobis distance is:

Md(ij)= (Xi-Xj)'inv(C)(Xi-Xj)

Where inv () is the inverse function. 

My questions are:

Is this a correct use/formula of the distance?

Do I take the square root of this? How can I be sure the distance is positive 
given negative correlations? 

Many Thanks,

Yehuda 

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