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Density-based Clustering
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Clustering Small to Humongous Datasets
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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