Cluster stability and robust optimization

Posted in Science on August 30, 2008


Cluster stability and robust optimization

Lecture slides:

  • Cluster Stability and Robust Optimization - An Idea
  • Grouping/Segmentation Principles
  • Overview of this Talk
  • What is Data Clustering?
  • Example: k-means clustering
  • The Validation Problem in Clustering (1)
  • The Validation Problem in Clustering (2)
  • Two Instance Scenario
  • Information Theoretic Idea to Control Approximation
  • Relation to Gibbs Sampling
  • Scales in Data Analysis and Vision
  • Conclusion & Open Issues

Author: Joachim Buhmann, Eth Zurich

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Tags: Science, Lectures, Computer Science, Clustering, Machine Learning, VideoLectures.Net