On spectral partitioning of signed graphs
Not on the map. Why?
Abstract (arXiv)
We argue that the standard graph Laplacian is preferable for spectral partitioning of signed graphs compared to the signed Laplacian. Simple examples demonstrate that partitioning based on signs of components of the leading eigenvectors of the signed Laplacian may be meaningless, in contrast to partitioning based on the Fiedler vector of the standard graph Laplacian for signed graphs. We observe that negative eigenvalues are beneficial for spectral partitioning of signed graphs, making the Fiedler vector easier to compute.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jan 2017.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 2; 2022: 1; 2023: 0; 2024: 1; 2025: 1; 2026: 1.
6 papers.
- 2022Signed Graph Neural Networks: A Frequency Perspectivecited by 10
- 2026Rethinking Diffusion Models with Symmetries through Canonicalization with Applications to Molecular Graph Generationcited by 5
- 2021Federated Myopic Community Detection with One-shot Communicationcited by 2
- 2025A Method for Handling Negative Similarities in Explainable Graph Spectral Clustering of Text Documents -- Extended Versioncited by 1
- 2021A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchycited by 0
- 2024Signed graphs in data sciences via communicability geometrycited by 0
- 2026Rethinking Diffusion Models with Symmetries through Canonicalization with Applications to Molecular Graph Generation16 Feb 2026
- 2025A Method for Handling Negative Similarities in Explainable Graph Spectral Clustering of Text Documents -- Extended Version16 Apr 2025
- 2024Signed graphs in data sciences via communicability geometry12 Mar 2024
- 2022Signed Graph Neural Networks: A Frequency Perspective15 Aug 2022
- 2021Federated Myopic Community Detection with One-shot Communication14 Jun 2021
- 2021A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy16 Feb 2021