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Calculation of derivatives for parameter estimation

Calculation of derivatives for parameter estimation

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A recent letter presents a simple method for the computation of the approximate Hessian Σ{∂εk(θ)/∂θ}{∂εk(θ)/∂θ}T of a cost function of the form ½Σεk2(θ), where θ is an m-dimensional vector of parameters. In this letter, it is pointed out that the method is applicable to more general cost functions of the form ΣLk(θ), e.g. the quadratic form ½ΣvkT(θ) Q-1vk(θ), where vk is an l-dimensional vector. Estimation of the initial state is readily included within the same framework.

References

    1. 1)
      • D.Q. Mayne . Calculation of derivatives for parameter estimation. Electron. Lett. , 425 - 426
http://iet.metastore.ingenta.com/content/journals/10.1049/el_19710503
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