imputers |
A character vector giving one or more methods to impute missing
dyads. Currenly implemented methods are as follows:
"next"Impute the state of the same dyad in the next
network in the list (or later, if that one is also missing).
This imputation method is likely to
lead to an underestimation of the formation and dissolution
rates. The last network in the list cannot be imputed this way.
"previous"Impute the state of the same dyad in the
previous network in the list (or earlier, if that one is also
missing). The first network in the list cannot be imputed
this way.
"majority"Impute the missing dyad with the value of
the majority among the non-missing dyads in that time step's
network. A network that has exactly the same number of ties as
non-missing non-ties cannot be imputed this way.
"0"Assume missing dyads are all non-ties.
"1"Assume missing dyads are all ties.
If length(imputers)>1 the specified
imputation methods will be applied in succession. For example,
imputers=c("next","previous","majority","0") would
first try to impute a missing dyad with the next time step's
value. If it, and all of the later values for that dyad are missing,
it will try to impute it with the previous time step's value. If it,
and all of the earlier values for that dyad are missing as well, it
will try to impute it with the value of the majority of non-missing
dyads for that time step. If there is an exact tie, it will impute
0.
|