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1
Introduction
2
Example
3
Partitions
4
Intuition
5
Formal framework
6
Agreement parameter
7
Approach
8
Cost function
9
Simple example
10
Postprocessing tangles
11
Soft hierarchical dendrogram
12
Interpretable cuts
13
Stochastic block model
14
Gaussian mixture model
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Number of cuts
16
Theoretical guarantees
17
Gaussian mixtures
18
Applications
Description:
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore clustering with tangles in this 57-minute conference talk by Ulrike von Luxburg and Solveig Klepper. Delve into the formal framework, agreement parameters, and cost functions of this clustering approach. Examine simple examples, postprocessing techniques, and soft hierarchical dendrograms. Learn about interpretable cuts, stochastic block models, and Gaussian mixture models. Discover theoretical guarantees for Gaussian mixtures and potential applications. Recorded during the "Machine Learning and Signal Processing on Graphs" thematic meeting at the Centre International de Rencontres Mathématiques in Marseille, France.

Clustering with Tangles - Machine Learning and Signal Processing on Graphs

Centre International de Rencontres Mathématiques
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