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builtin.com
The Dirichlet Distribution: What Is It and Why Is It Useful? | Built In
The Dirichlet distribution is a family of continuous multivariate probability distributions parameterized by a vector α of positive real numbers. It is commonly used in statistical analysis to model uncertainty over probability vectors.
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Gaussian Mixture Models (GMMs) are a flexible method for modeling data that comes from multiple overlapping sources. They assume that the data is generated from a mixture of Gaussian distributions, making them well-suited for identifying clusters with different shapes, sizes, and orientations. ✔️ Works well when clusters overlap or are not clearly separated ✔️ Provides soft assignments, giving a probability for each point’s cluster membership ❌ Requires specifying the number of components ahead
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