Which method can be seen as a probabilistic extension to k-means clustering, allowing soft assignments of data points?

  • Mean-Shift Clustering
  • Hierarchical Clustering
  • Expectation-Maximization (EM)
  • DBSCAN Clustering
The Expectation-Maximization (EM) method is a probabilistic extension to k-means, allowing soft assignments of data points based on probability distributions.
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