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Model-based clustering is a statistical method that identifies subgroups within a dataset by assuming that the data is generated from a mixture of several probability distributions.
Organizations and individuals who engage in activities that involve data clustering analysis may need to file model-based clustering, especially when it pertains to compliance or reporting standards.
To fill out model-based clustering, one must define the data variables, select an appropriate model, conduct the clustering analysis, and adequately label the output with relevant information.
The purpose of model-based clustering is to uncover structure in the data, identify subpopulations, and improve data analysis through more accurate classification.
The information that must be reported typically includes the clustering method used, the parameters of the model, the number of clusters, and insights obtained from the analysis.
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