Documentation

CsdLean4.LF1.Expectation

LF1 Expectation #

Category: 3-Local (LF1 expectation-to-weight bridge E[𝟙_O] = O.weightReal).

@[reducible, inline]
abbrev CSD.LF1.OnticSetup.TrialModel.trialMeasure {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) :

The probability measure on the external repeated-trial sample space.

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    noncomputable def CSD.LF1.OnticSetup.TrialModel.trialProbReal {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) (O : S.OutcomeRegion) (n : ) :

    The same weight computed from the n-th trial event.

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      @[simp]
      theorem CSD.LF1.OnticSetup.TrialModel.trialProbReal_eq_weightReal {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) (O : S.OutcomeRegion) (n : ) :
      theorem CSD.LF1.OnticSetup.TrialModel.integral_indicatorRV_eq_trialProbReal {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) (O : S.OutcomeRegion) (n : ) :
      (ω : Ω), T.indicatorRV O n ω trialMeasure S T = trialProbReal S T O n

      The expectation of the indicator random variable is the real-valued probability of the corresponding trial event.

      This is the key bridge lemma for LF1.

      theorem CSD.LF1.OnticSetup.TrialModel.integral_indicatorRV_eq_weightReal {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) (O : S.OutcomeRegion) (n : ) :
      (ω : Ω), T.indicatorRV O n ω trialMeasure S T = O.weightReal

      The expectation of the indicator random variable is the real-valued ontic weight.

      theorem CSD.LF1.OnticSetup.TrialModel.integral_indicatorRV_eq_weightReal_zero {SigmaSpace : Type u_1} [MeasurableSpace SigmaSpace] [Nonempty SigmaSpace] (S : OnticSetup SigmaSpace) {Ω : Type u_2} [MeasurableSpace Ω] (T : S.TrialModel Ω) (O : S.OutcomeRegion) (n : ) :
      (ω : Ω), T.indicatorRV O n ω trialMeasure S T = (ω : Ω), T.indicatorRV O 0 ω trialMeasure S T

      All indicator expectations agree across trials, because each trial has the same law.