Expectation Maximization and Clustering

Introduction to Machine Learning - 10-715

Content

  • Clustering

    • K-Means

    • Mixture of Gaussians

  • Expecation Maxmiziation

    • E Step

    • M Step

    • Likelihood is not decrasing

  • Variational Methods

Supplementary material

Slides in PDF

Recommended papers

  • Max Welling clustering notes PS

  • Max Welling EM notes PS