P70Unsupervised LearningAdvancedDiagnose16 min

Diagnose Unstable Customer Segments Across K-Means Runs

Diagnose unstable K-Means assignments.

#diagnose#clustering#k-means

Scenario

With k=4, 38% of customer assignments change across seeds and two clusters have nearly identical profiles.

Problem statement

Assess whether segments are ready to present.

Your Task

  1. Name causes.
  2. Propose checks.
  3. Recommend caution.

Related Concepts

K-MeansStability

Ready to count this problem?

Mark it complete when you have reasoned through the solution in your own words.