Clustering Small to Humongous Datasets

Distribution-based Clustering

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This video covers the distribution-based clustering, which is based on the statistical distribution models. Objects belonging to the same distribution form a cluster. This type of distribution is good at capturing correlation and dependence between attributes. A typical distribution is Gaussian. Gaussian Mixture Model (GMM) is one such clustering that falls under this category.

Keywords

  • Statistical distribution models
  • Gaussian distribution
  • GMM
  • Probability distribution
  • BIC plots
  • AIC plots

About this video

Author(s)
Poornachandra Sarang
First online
28 October 2023
DOI
https://doi.org/10.1007/978-3-031-49094-1_4
Online ISBN
978-3-031-49094-1
Publisher
Springer, Cham
Copyright information
© The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023