Description Usage Arguments Value Author(s) References See Also Examples
View source: R/HotDeckImputation.R
A function that performs the optimal donor distribution method. GLPK is used to find the optimal solution to the integer program.
1 | match.d_r_odd(distance = NULL, recipients=NULL, donors=NULL, donor_limit=NULL)
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distance |
A distance matrix of dimensions length(donors) * length(recipients) |
recipients |
A vector of object (row) numbers from the original data matrix, indicating which objects require imputation. |
donors |
A vector of object (row) numbers from the original data matrix, indicating which objects may be used for imputation. |
donor_limit |
A vector of length(donors) detailing how often any one donor may be used. |
A matrix of dimensions length(recipients) * 2. The first column, named recipients, is equivalent to recipients
. The second column, named donors, contains the donor that is matched to any of the recipients.
Dieter William Joenssen Dieter.Joenssen@googlemail.com
Domschke, W. (1995) Logistik: Transport. Munich: Oldenbourg. [in German]
Joenssen, D.W. (2015) Donor Limited Hot Deck Imputation: A Constrained Optimization Problem. In: B. Lausen, S. Krolak-Schwerdt, and M. B\"ohmer (Eds.): Data Science, Learning by Latent Structures, and Knowledge Discovery. Studies in Classification, Data Analysis and Knowledge Organization, pages 319–328. Berlin/Heidelberg: Springer.
Joenssen, D.W. (2015) Hot-Deck-Verfahren zur Imputation fehlender Daten – Auswirkungen des Donor-Limits. Ilmenau: Ilmedia. [in German, Dissertation]
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | #Set the random seed to an arbitrary number
set.seed(421)
#Set up a random distance matrix
ndonor=20
nrecip=20
distance<-matrix(sample(1:100,replace=TRUE,size=ndonor*nrecip),nrow=ndonor,ncol=nrecip)
#Name donors and recipients
donors<-1:nrow(distance)
recipients<-(nrow(distance)+1):(nrow(distance)+ncol(distance))
colnames(distance)<-recipients
rownames(distance)<-donors
#Set up the donor limit variable
donor_limit<-rep(1,length(donors))
#perform the matching
match.d_r_odd(distance=distance,recipients=recipients,donors=donors,
donor_limit=donor_limit)
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