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Questions tagged [cluster-analysis]

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-2 votes
1 answer
214 views

Can the same dataset be described as Chaotic & Pareto/ Power law distribution?

I'm trying to abstract the mathematical part of the problem as much as possible before the details follow, There's this dynamic data set that's $O(2^{32})$, a recent result described it as a power-law ...
ShAr's user avatar
  • 5
1 vote
0 answers
31 views

Given a unit vector $x\in\mathbb R^d$, what is the worst possible within-cluster sum of squares for 2-means clustering?

This is a question I originally posted to math.stackexchange.com but it didn't attract any answers, and I was wondering if someone here can help. Consider a unit vector $x\in\mathbb R^d$ ($\|x\|_2=1$)...
M A's user avatar
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53 votes
5 answers
9k views

Why do bees create hexagonal cells ? (Mathematical reasons)

Question 0 Are there any mathematical phenomena which are related to the form of honeycomb cells? Question 1 Maybe hexagonal lattices satisfy certain optimality condition(s) which are related to it? ...
Alexander Chervov's user avatar
7 votes
1 answer
403 views

Does the plane clustered to minimize sum distances^2 to clusters centers ( inertia / "K-means") produce hexagonal clusters / hexagonal lattice?

"K-means" is the most simple and famous clustering algorithm, which has numerous applications. For a given as an input number of clusters it segments set of points in R^n to that given number of ...
Alexander Chervov's user avatar
4 votes
1 answer
169 views

Enumerating all partitions induced by Voronoi diagrams for clustering

a classical results by M. Inaba et al. in "Applications of Weighted Voronoi Diagrams and Randomization to Variance-Based k-CLustering" (Theorem 3) says The number of Voronoi partitions of $...
CookieMaster's user avatar
3 votes
1 answer
99 views

How to value the extent of separation or mixing of point sets in plane?

As the image presented below, the reddish point set is totally separated from the blueish one and the greenish one, while the blueish point set is quite mixed with the greenish one. A number of ...
rube wang's user avatar
  • 143