Methods › General › Clustering › Spectral Clustering
Spectral Clustering
Introduced by Ulrike von Luxburg in A Tutorial on Spectral Clustering
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Spectral clustering has attracted increasing attention due to the promising ability in dealing with nonlinearly separable datasets [15], [16]. In spectral clustering, the spectrum of the graph Laplacian is used to reveal the cluster structure. The spectral clustering algorithm mainly consists of two steps: 1) constructs the low dimensional embedded representation of the data based on the eigenvectors of the graph Laplacian, 2) applies k-means on the constructed low dimensional data to obtain the clustering result. Thus,
Papers archive 2025-07-28
30 shown of 517, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Data-Driven Soil Organic Carbon Sampling: Integrating Spectral Clustering with Conditioned Latin Hypercube Optimization 12 Jun 2025 · 0 repositories · arXiv:2506.10419
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Accelerating Spectral Clustering under Fairness Constraints 9 Jun 2025 · 0 repositories · arXiv:2506.08143
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Adaptive Per-Tree Canopy Volume Estimation Using Mobile LiDAR in Structured and Unstructured Orchards 9 Jun 2025 · 0 repositories · arXiv:2506.08061
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Strongly Consistent Community Detection in Popularity Adjusted Block Models 8 Jun 2025 · 0 repositories · arXiv:2506.07224
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Identifying Alzheimer's Disease Prediction Strategies of Convolutional Neural Network Classifiers using R2* Maps and Spectral Clustering 4 Jun 2025 · 0 repositories · arXiv:2506.03890
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Near-Optimal Clustering in Mixture of Markov Chains 2 Jun 2025 · 0 repositories · arXiv:2506.01324
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Enhancing Drug Discovery: Autoencoder-Based Latent Space Augmentation for Improved Molecular Solubility Prediction using LatMixSol 30 May 2025 · 0 repositories · arXiv:2506.00223
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Spectral clustering for dependent community Hawkes process models of temporal networks 28 May 2025 · 0 repositories · arXiv:2505.21845
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On the Geometry of Semantics in Next-token Prediction 13 May 2025 · 0 repositories · arXiv:2505.08348
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On the Price of Differential Privacy for Spectral Clustering over Stochastic Block Models 9 May 2025 · 0 repositories · arXiv:2505.05816
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A Method for Handling Negative Similarities in Explainable Graph Spectral Clustering of Text Documents -- Extended Version 16 Apr 2025 · 0 repositories · arXiv:2504.12360
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Unsupervised Learning: Comparative Analysis of Clustering Techniques on High-Dimensional Data 29 Mar 2025 · 0 repositories · arXiv:2503.23215
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Using Machine Learning for Lunar Mineralogy-I: Hyperspectral Imaging of Volcanic Samples 28 Mar 2025 · 0 repositories · arXiv:2503.22617
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How Feasible is Augmenting Fake Nodes with Learnable Features as a Counter-strategy against Link Stealing Attacks? 12 Mar 2025 · 0 repositories · arXiv:2503.09726
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Neural Normalized Cut: A Differential and Generalizable Approach for Spectral Clustering 12 Mar 2025 · 1 repository · arXiv:2503.09260
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Coreset Spectral Clustering 10 Mar 2025 · 1 repository · arXiv:2503.07227
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Multi-view Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation 8 Mar 2025 · 0 repositories · arXiv:2503.06066
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Generative Kernel Spectral Clustering 4 Feb 2025 · 0 repositories · arXiv:2502.02185
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Minimax-Optimal Dimension-Reduced Clustering for High-Dimensional Nonspherical Mixtures 4 Feb 2025 · 0 repositories · arXiv:2502.02580
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SiLVR: Scalable Lidar-Visual Radiance Field Reconstruction with Uncertainty Quantification 4 Feb 2025 · 0 repositories · arXiv:2502.02657
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Comparative Analysis of Community Detection Algorithms on the SNAP Social Circles Dataset 1 Feb 2025 · 0 repositories · arXiv:2502.04341
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A spectral clustering-type algorithm for the consistent estimation of the Hurst distribution in moderately high dimensions 30 Jan 2025 · 0 repositories · arXiv:2501.18115
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A Comprehensive Survey on Spectral Clustering with Graph Structure Learning 23 Jan 2025 · 0 repositories · arXiv:2501.13597
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Consistent spectral clustering in sparse tensor block models 23 Jan 2025 · 0 repositories · arXiv:2501.13820
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Multi-View Spectral Clustering for Graphs with Multiple View Structures 20 Jan 2025 · 1 repository · arXiv:2501.11422
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Pay Attention to the Foreground in Object-Centric Learning 1 Jan 2025 · 0 repositories
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On the Robustness of Spectral Algorithms for Semirandom Stochastic Block Models 18 Dec 2024 · 0 repositories · arXiv:2412.14315
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PASCO (PArallel Structured COarsening): an overlay to speed up graph clustering algorithms 18 Dec 2024 · 1 repository · arXiv:2412.13592
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Unsupervised Segmentation by Diffusing, Walking and Cutting 6 Dec 2024 · 0 repositories · arXiv:2412.04678
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Construction of generalized samplets in Banach spaces 1 Dec 2024 · 0 repositories · arXiv:2412.00954
Tasks archive 2025-07-28
20 shown of 244 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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