where can i add the ADWIN code ? could i use it with k means or clustree ?

[ManalMansour]

No description provided.

[powibol]

Hi,

If you are looking for K-Means in particular, you may be interested in this book:

• https://books.google.de/books?id=uwiwHFLbbDAC&pg=PA85&lpg=PA85&dq=ADWIN+k+means&source=bl&ots=9RKh8tDivt&sig=ACfU3U3NzqRHMsj2gk2Muz43tYr0KYb4sQ&hl=de&sa=X&ved=2ahUKEwj2_pfd0Y_oAhWXEMAKHZnzAnwQ6AEwCnoECAkQAQ#v=onepage&q=ADWIN%20k%20means&f=false

If you are looking for applications of ADWIN in general, these publications are a good starting point:

• https://epubs.siam.org/doi/pdf/10.1137/1.9781611972771.42
• https://link.springer.com/content/pdf/10.1007%2F978-3-642-05224-8.pdf / https://link.springer.com/chapter/10.1007/978-3-642-05224-8_4
• http://proceedings.mlr.press/v13/bifet10a/bifet10a.pdf

Note that this is of course not a complete list of refrences, but just a starting point.

I am not aware of an example using ADWIN and Clustree, but you may want to look into the Hoeffding Adaptive Tree instead.

If you are interested in the performance of ADWIN and its efficient implementation on streaming engines, then this work might be interesting for you as well:

• http://openproceedings.org/2018/conf/edbt/paper-318.pdf