Classification by regression with text in input

Hi, 

I have an excel sheat with 1 column et many lines with text. I am trying to cluster my data according to text similarity. 

I have already used the k-means clustering to do the exercise but I didn't get the results that I expected. I want then to try the operator "Classification by regression". Is it however possible to use this operator with text in input?

Thanks for you answer!