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SSRN Electronic Journal
Article . 2013 . Peer-reviewed
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On the Comparison of Model-Based Clustering Solutions

Authors: TONELLATO, Stefano Federico; PASTORE, Andrea;

On the Comparison of Model-Based Clustering Solutions

Abstract

In this paper we propose a new similarity index, which can be used to compare model-based clustering solutions. We define also an adjusted-for-chance version, although we advise that, whenever feasible, bootstrap replications should be preferred to chance-corrected similarity indices. We describe the properties of the proposed index and of its chance-corrected version. Finally, we present some applications on simulated and real data.

Country
Italy
Related Organizations
Keywords

similarity indices, Rand index, mixture models, bootstrap., jel: jel:C46, jel: jel:C49, jel: jel:C39

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
bronze