Subdifferentiability and Lipschitz continuity in experimental design problems

Subdifferentiability and Lipschitz continuity in experimental design problems

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Article ID: iaor19961507
Country: Germany
Volume: 42
Start Page Number: 365
End Page Number: 377
Publication Date: Sep 1995
Journal: Metrika
Authors:
Keywords: statistics: experiment
Abstract:

The calculus of concave functions is a widely accepted tool for optimum experimental design problems. However, as a function of the support points and the weights the design problem fails to be concave. The paper makes use of generalized gradients in the sense of Rockafellar and Clark. A chain rule is presented for the subdifferential of the composition of an information function with the moment matrix mapping. Lipschitz continuity of the global design function is proved and conditions for strict differentiability are given.

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