When using GMM for market segmentation, you notice some customers belong partially to multiple segments. What does this indicate? There is only one segmentGMM assigns probabilities to cluster memberships The algorithm is malfunctioningCustomers are incorrectly segmented
Question
When using GMM for market segmentation, you notice some customers belong partially to multiple segments. What does this indicate? There is only one segmentGMM assigns probabilities to cluster memberships The algorithm is malfunctioningCustomers are incorrectly segmented
Solution
This indicates that GMM assigns probabilities to cluster memberships. In Gaussian Mixture Models (GMM), each data point is assigned a probability for each cluster, indicating the likelihood of it belonging to the cluster. This allows for more flexibility and can result in a data point being partially in multiple clusters, which is particularly useful when the boundaries between segments are not clear-cut.
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