Placebo heavy-tail synthetic DGP (sharp null, v1.3.0)
Source:R/dgp-synth-placebo-heavytail.R
dgp_synth_placebo_heavytail_v130.RdImplements the synth_placebo_heavytail design: baseline outcome with
heavy-tailed noise (0.8 N(0,0.5) + 0.2 Cauchy(0,1)) and sharp-null treatment
effect (Y1 == Y0 pathwise).
Arguments
- n
Integer, number of observations.
- seed
Optional seed for reproducibility (passed to
cs_set_rng()).- include_truth
Logical; if TRUE, include oracle truth tables where supported.
- oracle_only
Logical; if TRUE, return only columns needed for oracle truth generation where supported.
Details
Placebo contract (sharp null): \(\tau(X) \equiv 0\) and \(Y_1 \equiv Y_0\); structural_te zeros, true_att = 0, true_qst zero on cs_tau_oracle().
Registry nuance (this variant): Outcome and propensity match synth_baseline; noise matches synth_heavytail: \(\varepsilon \sim 0.8 \cdot \mathcal{N}(0, 0.5) + 0.2 \cdot \text{Cauchy}(0, 1)\).