Hi,
If you also would like to enhance SAP Predictive Analysis with further algorithms based on R this example might be something for you.
Do yourself a favor and test that your R function is working before adding it to SAP PA.
1) Example of using k-means with the famous iris data:
Run this in your R editor.
## Data frames are created by the data.frame function:
## dataFrame<-iris stores the iris data in the dataFrame
## Data frames are created by the data.frame function:
dataFrame<-iris
attach(dataFrame)
set.seed(4321)
str(dataFrame)
kmeans_model<-kmeans(data.frame(Sepal.Length,Sepal.Width,Petal.Length,
+Petal.Width), centers=3,iter.max=100,nstart=1,algorithm="Hartigan-Wong")
kmeans_model$cluster
detach(dataFrame)
This gives you a fine sets of clusters:
2) If SAP Predictive Analysis is to use this R script it needs to be converted into a function:
## Transforming this R script into a Function.
## For SAP Predictive Analysis
kmeansfunction<-function(dataFrame,ind,ClusterNumber,Iterations)
{
attach(dataFrame)
dataFrame
dataFrame<-data.frame(dataFrame,check.names = FALSE)
set.seed(4321)
kmeans_model<-kmeans(data.frame(dataFrame[,ind]),centers=ClusterNumber,iter.max=Iterations,nstart=1)
output<- cbind(dataFrame,kmeans_model$cluster);
return (list(out=output,modelkmeans=kmeans_model));
}
Guide: SAP Predictive Analysis - Adding further data mining algorithms & visualizations.
3) Testing. Do yourself a favor and test the R function before trying to load it into PA.
## Make sure you have data in your dataFrame
str(dataFrame)
## Testing the new R function before embedding in Predictive Analysis
kmeansfunction(dataFrame,c("Sepal.Length","Sepal.Width","Petal.Length","Petal.Width"), ClusterNumber=3, Iterations=100)
## OR just the short version
ind <- c("Sepal.Length","Sepal.Width","Petal.Length","Petal.Width")
kmeansfunction(dataFrame,ind,"Petal.Width", ClusterNumber=3, Iterations=100)
Your R Function is now ready to be used in SAP Predictive Analysis.
For a video on how do use custom R scripts and enhance SAP PA even further please look at this: http://scn.sap.com/docs/DOC-46202
Best regards,
Kurt Holst
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