In this chapter, we describe clustering algorithms based on nonsmooth optimization approaches. We describe the limited memory bundle clustering algorithm, the discrete gradient-based clustering algorithm, and the smooth incremental clustering algorithm. Detailed descriptions of these algorithms and their flowcharts are given.

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Nonsmooth Optimization-Based Clustering Algorithms

  • Adil Bagirov,
  • Napsu Karmitsa,
  • Sona Taheri

摘要

In this chapter, we describe clustering algorithms based on nonsmooth optimization approaches. We describe the limited memory bundle clustering algorithm, the discrete gradient-based clustering algorithm, and the smooth incremental clustering algorithm. Detailed descriptions of these algorithms and their flowcharts are given.