Stability in Mixture Modelling
author:
Tilman Lange,
ETH Zurich
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| Slides | |
| 0:00 | Stability in Mixture Modeling |
| 0:32 | Outline |
| 1:23 | What is Clustering? |
| 3:40 | Outline |
| 3:48 | Clustering by Mixture Models |
| 6:24 | Clustering by Mixture Models (cont.) |
| 8:36 | Parameter Estimation and MAP Assignments |
| 10:58 | Consistency of ML Estimates in MMs |
| 12:36 | Outline |
| 12:57 | Stability as Avg. Disagreement of Clustering Solutions |
| 14:17 | Stability (cont.) |
| 15:35 | Stability is a Necessity in Clustering |
| 18:18 | A Quick Look At Another Example |
| 19:54 | Stability in Mixture Modeling |
| 25:25 | Stability in Mixture Modeling (cont.) |
| 29:02 | What does this mean? |
| 32:48 | On Non-Asymptotic Considerations |
| 34:29 | What else? |
| 37:17 | Summary |
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