Table 1.
Structure of the ZIP Mixture Model*
| Component 1 | Component k (k = 2, …, m) |
|---|---|
| Yij ~ ZIP(λij1, πij) | Yij ~ Poisson(λijk) |
| log(λij1) = β1 + β·xij + uij | log(ijk) = βk + β·xij + uij |
| logit(πij) = ψ·xij + wij | |
| uij ~ N(0, σu2), wij ~ N(0, σu2) | uij ~ N(0, σu2) |
We require β1 < β2 < … < βm to ensure the identifiability of the model.