Spectral estimation for detecting low-dimensional structure in networks using arbitrary null models

Mark D. Humphries; Javier A. Caballero; Mat Evans; Silvia Maggi; Abhinav Singh

doi:10.1371/journal.pone.0254057

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Open Access

Peer-reviewed

Research Article

Spectral estimation for detecting low-dimensional structure in networks using arbitrary null models

Mark D. Humphries ,

Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Supervision, Visualization, Writing – original draft, Writing – review & editing

* E-mail: mark.humphries@nottingham.ac.uk

Affiliations School of Psychology, University of Nottingham, Nottingham, United Kingdom, Faculty of Biology, Medicine, and Health, University of Manchester, Manchester, United Kingdom

https://orcid.org/0000-0002-1906-2581

⨯
Javier A. Caballero ,

Contributed equally to this work with: Javier A. Caballero, Mat Evans, Silvia Maggi, Abhinav Singh

Roles Conceptualization, Methodology, Software, Writing – review & editing

Affiliations Faculty of Biology, Medicine, and Health, University of Manchester, Manchester, United Kingdom, Department of Psychology, University of Sheffield, Sheffield, United Kingdom

https://orcid.org/0000-0002-7243-3345

⨯
Mat Evans ,

Contributed equally to this work with: Javier A. Caballero, Mat Evans, Silvia Maggi, Abhinav Singh

Roles Data curation, Investigation, Writing – review & editing

Current address: Department of Automatic Control and Systems Engineering, University of Sheffield, Sheffield, United Kingdom

Affiliations School of Psychology, University of Nottingham, Nottingham, United Kingdom, Faculty of Biology, Medicine, and Health, University of Manchester, Manchester, United Kingdom
⨯
Silvia Maggi ,

Contributed equally to this work with: Javier A. Caballero, Mat Evans, Silvia Maggi, Abhinav Singh

Roles Investigation, Methodology, Software, Writing – review & editing

Affiliations School of Psychology, University of Nottingham, Nottingham, United Kingdom, Faculty of Biology, Medicine, and Health, University of Manchester, Manchester, United Kingdom
⨯
Abhinav Singh

Contributed equally to this work with: Javier A. Caballero, Mat Evans, Silvia Maggi, Abhinav Singh

Roles Investigation, Methodology, Writing – review & editing

Affiliation School of Psychology, University of Nottingham, Nottingham, United Kingdom
⨯

Spectral estimation for detecting low-dimensional structure in networks using arbitrary null models

Mark D. Humphries,
Javier A. Caballero,
Mat Evans,
Silvia Maggi,
Abhinav Singh

Published: July 2, 2021
https://doi.org/10.1371/journal.pone.0254057

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