Cryptocurrency Q&A What are the disadvantages of GMM?

What are the disadvantages of GMM?

Alessandro Alessandro Thu Nov 14 2024 | 5 answers 1281
I'm exploring the downsides of using Gaussian Mixture Models (GMM). I'm particularly interested in understanding the potential limitations or drawbacks associated with this approach. What are the disadvantages of GMM?

5 answers

SamsungShineBrightness SamsungShineBrightness Sat Nov 16 2024
A limitation of Gaussian Mixture Models (GMMs) lies in their fundamental assumption.

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Michele Michele Sat Nov 16 2024
They presume that the data is produced by a blend of Gaussian distributions.

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MysticEchoFirefly MysticEchoFirefly Sat Nov 16 2024
In practical situations, this may not always hold true.

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KpopHarmonySoulMateRadiance KpopHarmonySoulMateRadiance Fri Nov 15 2024
This hypothetical framework can impede the model's capacity to precisely mirror real-world data.

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Starlight Starlight Fri Nov 15 2024
Consequently, GMMs might exhibit less-than-optimal functionality in specific areas.

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