Try:
var blurred = myWriteablebitmap.Convolute(WriteableBitmapExtensions.KernelGaussianBlur3x3);
Or for more blurringvar evenMoreBlurred = myWriteablebitmap.Convolute(WriteableBitmapExtensions.KernelGaussianBlur5x5);