Conjugate duality and the curse of dimensionality

Conjugate duality and the curse of dimensionality

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Article ID: iaor1993709
Country: Netherlands
Volume: 50
Issue: 2
Start Page Number: 220
End Page Number: 228
Publication Date: Jan 1991
Journal: European Journal of Operational Research
Authors: ,
Keywords: computational analysis
Abstract:

If the functional equations of dynamic programming (DP) are viewed as convolutions, then conjugate duality can be applied to computational advantage. In particular, the ‘curse of dimensionality’ resulting from the number of state variables can be virtually eliminated by solving the additive conjugate dual of the recursive DP primal. The method is applied to discrete resource allocation problems as a relaxation technique and a numerical example is given.

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