Predictive Clustering in R for Mixed Data

Dear All,

I wondered if anyone was aware of a predictive clustering procedure in R for mixed data types?

For example, suppose that I had conducted an unsupervised k-prototypes procedure in order to estimate clusters for health states.

Is it possible to take the clusters from the k-prototypes procedure, and use a predictive/supervised procedure to estimate clusters at time t+1, t+2 etc?

Would appreciate all feedback.

Thank you

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