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1. Purpose

The Adaptive Score Function Estimator (ASFE) allows to estimate the sensitivities (derivatives) simultaneously with the expected performance of a Static Simulation System.

It is assumed that

  • The performance L of a system S in question is a deterministic function of a random state vector Y of certain dimension N:

  • L=L(Y),

    and that the structure of this random vector is as follows:
     

  • [A:] all entries in Y are independent
  • [B:]
  • first n  entries in Y are distributed according to a given probability density function (pdf)  f1
  • next n entries in Y are distributed according to a given pdf  f2

  • ...
  • last n entries in Y are distributed according to a given pdf  fk  

  •  
  • The user is capable to provide a function Simulator which, given on input a state vector Y, returns on output the related performance L(Y) (see Section 5)
  • The user is capable to specify the distribution for each component of Y (see Section 4).

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