I am looking for an algorithm, preferably implemented in R, that I can use to cluster non-normalized time-series data. My data set consists of scores that change over time which is why I want to keep the original values and avoid normalization. A very useful additional feature would be the visualization of the clustered time-series scores plotted together with their respective centroid.
I would be very grateful for any suggestions!