We are trying to perform hierarchical clustering on ranked data (participants were asked to rank their preferences on a series of items). Which procedure is best to do this? VARCLUS appears to work more like factor analysis, and other clustering procedures only seem to cluster observations instead of variables. Any help with this would be appreciated. Thanks!
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