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The Fréchet Mean Prototype
The Fréchet Mean Prototype is the center point in a metric space that minimizes the sum of the squared distances to all data points. It extends the averaging operation from flat vector spaces to arbitrary curved spaces or complex objects.
#mathematics, #machine-learning
2026, April, 25
Dimension Curse on Zero and Positive Curvature Space
The curse of dimensionality is not a specific geometric structure, but a collection of phenomena induced by the intrinsic properties of high-dimensional spaces.
#mathematics, #machine-learning
2026, April, 10
Introduction of vMF Distribution on Hypersphere
The von Mises–Fisher distribution (vMF) distribution is often regarded as the hyperspherical analogue of the Normal distribution, as it models data concentrated around a mean direction on the unit hypersphere.
#machine-learning, #mathematics
2026, April, 09
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