Research map / Graph learning / Graph algorithms and clustering
Multi-View Clustering on Topological Manifold
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the proposed topological multi-view clustering method instead of DiMSC | Multi-view clustering · 3sources | ACC: 76.15±0.56 -> 78.70±0.00 | Helped |
| Use the proposed topological multi-view clustering method instead of WMSC | Multi-view clustering · Handwritten numerals | ACC: 90.55±0.02 -> 96.85±0.00 | Helped |
| Use the proposed topological multi-view clustering method instead of GMC | Multi-view clustering · Caltech7 | ACC: 69.20±0.00 -> 70.22±0.00 | Helped |
| Use the proposed topological multi-view clustering method instead of mPAC | Multi-view clustering · Caltech20 | ACC: 55.11±0.00 -> 66.81±0.00 | Helped |
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- Enhancing Ensemble Clustering with Adaptive High-Order Topological Weights (AAAI 2024 · similarity 0.86)
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- Multi-View Clustering by Inter-cluster Connectivity Guided Reward (ICML 2024 · similarity 0.86)
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