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arxiv: 1003.2556 · v1 · submitted 2010-03-12 · 🧮 math.OC · math.ST· stat.TH

Measuring the influence of the k-th largest variable on functions over the unit hypercube

classification 🧮 math.OC math.STstat.TH
keywords k-thlargestvariableindexinfluenceaveragedirectionfunction
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By considering a least squares approximation of a given square integrable function f:[0,1]^n --> R by a shifted L-statistic function (a shifted linear combination of order statistics), we define an index which measures the global influence of the k-th largest variable on f. We show that this influence index has appealing properties and we interpret it as an average value of the difference quotient of f in the direction of the k-th largest variable or, under certain natural conditions on f, as an average value of the derivative of f in the direction of the k-th largest variable. We also discuss a few applications of this index in statistics and aggregation theory.

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