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Stability and Resampling Methods for Clustering
Pascal

Stability and convergence

author: Nati Srebro, TTI Chicago
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Slides
0:00 Some Questions on Stability and Finite Samples
1:02 Setup
1:48 What Does Stability Tell Us?
12:49 Stability ) Convergence
21:59 J(A(S),D) vs. d(A(S),A(D))
29:59 Stability ) Convergence
30:05 Stability, but far from converging
37:42 Stability ) Convergence, Correction:
39:42 Stability of Local Search
46:28 Are there local maxima in the infinite-sample likelihood of Gaussian mixture estimation?
51:59 Are there local maxima in the infinite-sample likelihood of Gaussian mixture estimation?

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