Research map / Graph learning / Graph algorithms and clustering
Incorporating Network Embedding into Markov Random Field for Better Community Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| wrap network embedding (Node2Vec) in an MRF framework | Node2Vec / DeepWalk / MNMF + k-means · 12 real networks | NMI | Helped |
| wrap network embedding in an MRF framework | embedding methods · 12 real networks | misclassified significant nodes (RER) | Helped |
| wrap embedding in MRF framework | embedding methods · 20 real networks | runtime | Hurt |
| use MRF-N instead of NetMRF | NetMRF · PubMed | NMI: 16.89 -> 30.02 | Helped |
| use MRF-N instead of NetMRF | NetMRF · Cora | NMI: 37.24 -> 41.01 | Helped |
| use MRF-M instead of NetMRF | NetMRF · UAI2010 | NMI: 25.76 -> 28.30 | Hurt |
| use MRF-N instead of NetMRF | NetMRF · Metabolic | modularity Q: 0.4579 -> 0.4119 | Hurt |
| use MRF-N instead of NetMRF | NetMRF · Power | modularity Q: 0.9266 -> 0.9207 | Hurt |
| use MRF-N instead of DNR-L2 baseline | DNR · Cora | NMI: 46.3 -> 41.01 | Hurt |
Closest papers by meaning
- Multi-Facet Network Embedding: Beyond the General Solution of Detection and Representation (AAAI 2018 · similarity 0.93)
- Community Detection Guarantees using Embeddings Learned by Node2Vec (NeurIPS 2024 · similarity 0.92)
- Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis (AAAI 2024 · similarity 0.89)
- The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks (NeurIPS 2024 · similarity 0.88)
- How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings (ICLR 2025 · similarity 0.87)
- SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning (AAAI 2025 · similarity 0.87)
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