Fixed-count clustering, such as k-means, can force Mapper complexes to display arbitrary, misleading topological features.
Extracting insights from the shape of complex data using topology
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$k$-means considered harmful: On arbitrary topological changes in Mapper complexes
Fixed-count clustering, such as k-means, can force Mapper complexes to display arbitrary, misleading topological features.