Tidy helper function for estimator_AS function

Runs estimates estimation function from interference package and returns tidy data frame output

Usage

estimator_AS_tidy(data, permutatation_matrix, adj_matrix)

Arguments

data

A data.frame containing the observed data.

permutatation_matrix

A matrix of random treatment assignments. Each column corresponds to one permutation of the treatment vector, as returned by t(obtain_permutation_matrix(declaration)). The exposure probabilities are computed from it.

adj_matrix

An adjacency matrix defining the network structure. This can be created, for example, as follows:

adjacency <- fairfax |>
  as("Spatial") |>
  spdep::poly2nb(queen = TRUE) |>
  spdep::nb2mat(style = "B", zero.policy = TRUE)

Value

a data.frame of estimates

Details

The estimator_AS_tidy function requires the 'interference' package, which is not available on CRAN.

To use this function, install it with remotes::install_github('szonszein/interference')

Without it the function returns nothing and explains why, so a design that includes it still declares and diagnoses.

See https://book.declaredesign.org/experimental-causal.html#experiments-over-networks