Cluster analysis considering uncertainty

Question

Does anyone know how to do cluster analysis that considers the uncertainty (s.e. or confidence intervals in the data?)
I want to do cluster analysis on group estimates state-level and regional estimates), but I do not know how to define or include the error in these data.

Erich Schubert · Answer

See for example:

Schubert, E., Koos, A., Emrich, T., Züfle, A., Schmid, K. A., & Zimek, A. (2015). A framework for clustering uncertain data. Proceedings of the VLDB Endowment, 8(12), 1976-1979.

and the references therein.

There is uncertain k-means in several variants, fuzzy DBSCAN, ... many more

Cluster analysis considering uncertainty

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