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I am writing a white paper in which I am trying to compare a strategy to different well-known - and classic - asset allocation optimization approaches.

One of the methods I chose is the minimum variance portfolio $w_\text{MV}$ defined as follows:

$$w_\text{MV} = \underset{w}{\arg \min} ~ w' \Sigma w$$

where $\Sigma$ is the covariance matrix of the assets and under the linear constraints $Aw \leq b$ and $E w = d$.

I have always heard that the MV portfolio was unique, and I know that this problem is linked to quadratic programming which I believe guarantees a unique solution as long as $\Sigma$ is positive-definite.

I wanted to add a reference to another paper where this uniqueness was discussed (proved), and I found several ones written quite recently. However, I was wondering if there was one paper thas was more famously known for discussing that particular property?

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You should look at papdog's comment. When I read you question, my first thought was "Merton, has to be Merton..." At least on the econ side, he's the big name attached to early portfolio choice research. – CompEcon Jan 17 '13 at 1:54

For academic references, you will likely have to look in the very early optimization literature.

Uniqueness of the MV portfolio follows immediately from the lemma that a strictly convex function on a convex set has no local minima.

The standard textbook reference is Convex Optimization by Boyd and Vandenberghe. See section 4.2.2 in particular. A free online copy is available at stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf.

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Actually I don't think that's true. Uniqueness of a minimal variance is guaranteed by convexity but nothing says that there might not be several portfolios giving the same minimal value. – SRKX Jan 13 '13 at 13:32
That's not correct; if the covariance matrix is strictly positive definite then the variance is a strictly convex function of the portfolio weights, so it can only have one minimum on the (convex) constraint set. If you had two distinct min-var portfolio weights, then all linear combinations of those two would also have the same minimum variance, contracting strict convexity. – Marc Shivers Jan 13 '13 at 13:41
Yes, but the covariance matrix is not strictly positive definite, it is positive semi-definite isn't it? – SRKX Jan 13 '13 at 14:35
If you could add references to what you just sayed it would be great by the way (not to say it's wrong but it was the base of my question). – SRKX Jan 13 '13 at 14:37
If your covariance matrix is only positive semi-definite, that would mean there are non-zero portfolio weights so that the variance of that portfolio is zero. I don't know what kind of universe of securities you're considering, but in the equity space that doesn't usually happen. – Marc Shivers Jan 13 '13 at 15:33

This article by Eric Falkenstein is exactly what you are looking for:

Early Low Vol Literature Now Everywhere

Falkenstein has a new post out on the academic origins of the approach: Here

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I had a look at the blog posts, but none of them really mention the discussion of the uniqueness of the MV portfolio do they? This really the main point of my question in fact... – SRKX Jan 11 '13 at 10:03
No, not in the posts themselves but I thought in the papers that are referenced there. I will check on that... – vonjd Jan 15 '13 at 9:44

If short sell is allowed, I remember there's a unique analytical solution, otherwise it has to be solved numerically. Is your approache different? IMHO the issue of min variance approach is really not how to solve this constrained optimization problem, but how to estimate asset return and var/covar matrix accurately.

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Well, I was looking for a reference... – SRKX Nov 20 '12 at 13:24
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS September 1972 AN ANALYTIC DERIVATION OF THE EFFICIENT PORTFOLIO FRONTIER Robert C. Merton* In this paper, the efficient portfolio frontiers are derived explicitly, and the characteristics claimed for these frontiers are verified. – papdog Nov 26 '12 at 1:37

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