Causality Analyzer
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    • Doubly Robust estimator combining propensity score and outcome model.

      DR = (1/n) Σ [μ₁(Z_i) - μ₀(Z_i) + T_i*(Y_i - μ₁(Z_i))/π(Z_i) - (1-T_i)*(Y_i - μ₀(Z_i))/(1-π(Z_i))]

      where μ_t = E[Y|T=t, Z], π = P(T=1|Z)

      Parameters

      • data: number[][]
      • treatmentIdx: number
      • outcomeIdx: number
      • covariateIndices: number[] = []

      Returns { ate: number; se: number }