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Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols

Prof. Alejandro Gómez-Restrepo; Dr. Sunitha Krishnan; Prof. Beatrix Vance — SCI Journal of Mathematical Sciences and Computational Methods (2026)

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APA APA 7th

Gómez-Restrepo, P. A., Krishnan, D. S., & Vance, P. B. (2026). Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols. SCI Journal of Mathematical Sciences and Computational Methods, 1(1), 7-12.

MLA MLA 9th

Gómez-Restrepo, Prof. Alejandro, et al.. "Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols." SCI Journal of Mathematical Sciences and Computational Methods, vol. 1, no. 1, 2026, pp. 7-12.

CHI Chicago

Gómez-Restrepo, Prof. Alejandro, Dr. Sunitha Krishnan, and Prof. Beatrix Vance. "Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols." SCI Journal of Mathematical Sciences and Computational Methods 1, no. 1 (2026): 7-12.

HAR Harvard

Gómez-Restrepo, P. A., Krishnan, D. S. & Vance, P. B. (2026) 'Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols', SCI Journal of Mathematical Sciences and Computational Methods, 1(1), pp. 7-12.

IEEE IEEE

P. A. Gómez-Restrepo, D. S. Krishnan, and P. B. Vance, "Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols," SCI Journal of Mathematical Sciences and Computational Methods, vol. 1, no. 1, pp. 7-12, 2026.

VAN Vancouver

Gómez-Restrepo PA, Krishnan DS, Vance PB. Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols. SCI Journal of Mathematical Sciences and Computational Methods. 2026;1(1):7-12.

BIB BibTeX

@article{prof2026,
  title     = {Spectral Properties of Normalized Laplacian Matrices for Directed Weighted Hypergraphs with Applications to Consensus Protocols},
  author    = {Prof. Alejandro Gómez-Restrepo and Dr. Sunitha Krishnan and Prof. Beatrix Vance},
  journal   = {SCI Journal of Mathematical Sciences and Computational Methods},
  volume    = {1},
  number    = {1},
  pages     = {7-12},
  year      = {2026},
}