SVM results - worse when standardizing data than without
When I standardize the data (mean 0 and var 1) the performance decreases to approx AUC 50% (with a ROC more or less equal to random classification). I found this effect of standardization very strange, since all texts advise to standardize data for improving performance.
Any clues? Has anybody observed similar effects?
Thanks for your help.