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Actually, the problem is not linear versus non-linear; it's convex vs non-convex. There is quite an excellent book on the subject freely available at http://www.stanford.edu/~boyd/cvxbook/ I might implement a generic convex optimization algorithm for Math.NET (yet, I have no schedule for that at...
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