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. 2024 Oct 22;24(21):6776. doi: 10.3390/s24216776
Algorithm 3 XAI Integration in Decision-Making for UI
Require: Hybrid feature importance ϕiHybrid for all fiF, Decision policy π
Ensure: Adjusted decision policy πEL
  •   1:

    Input: Hybrid feature importance ϕiHybrid, Decision policy π

  •   2:

    Output: Adjusted decision policy πEL

  •   3:

    Step 1: Integration of Explainability

  •   4:

    Initialize πEL(s)=π(s)

  •   5:

    for each feature fiF do

  •   6:

           Update policy πEL(s)=πEL(s)+λ·ϕiHybrid·fi(s)

  •   7:

    end for

  •   8:

    Return: Adjusted policy πEL