Identifiability of complex networks
We discuss the core principles underpinning the concept of identifiability, providing an overview of relevant literature concerning this phenomenon within the domain of complex networks. We delve into the potentialities and inherent constraints associated with the analysis of identifiability in real...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Frontiers Media S.A.
2023-11-01
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| Series: | Frontiers in Physics |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fphy.2023.1290647/full |
| _version_ | 1797639968035700736 |
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| author | M. Zanin J. M. Buldú J. M. Buldú |
| author_facet | M. Zanin J. M. Buldú J. M. Buldú |
| author_sort | M. Zanin |
| collection | DOAJ |
| description | We discuss the core principles underpinning the concept of identifiability, providing an overview of relevant literature concerning this phenomenon within the domain of complex networks. We delve into the potentialities and inherent constraints associated with the analysis of identifiability in real networked systems. Through this exploration, we establish a comprehensive classification scheme for network identifiability, distinguishing i) structural, ii) functional, and iii) meta-identifiability categories. We explain the principal conceptual distinctions characterising each category. Finally, we deliberate upon the contextual frameworks where system identifiability can be achieved, also highlighting the factors that impede structural, functional, and meta-identifiability. |
| first_indexed | 2024-03-11T13:24:10Z |
| format | Article |
| id | doaj.art-15ccc59ea1c64a63809f8038bf1bd037 |
| institution | Directory Open Access Journal |
| issn | 2296-424X |
| language | English |
| last_indexed | 2024-03-11T13:24:10Z |
| publishDate | 2023-11-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Physics |
| spelling | doaj.art-15ccc59ea1c64a63809f8038bf1bd0372023-11-03T08:21:30ZengFrontiers Media S.A.Frontiers in Physics2296-424X2023-11-011110.3389/fphy.2023.12906471290647Identifiability of complex networksM. Zanin0J. M. Buldú1J. M. Buldú2Instituto de Física Interdisciplinar y Sistemas Complejos IFISC (CSIC-UIB), Palma de Mallorca, SpainComplex Systems Group, Universidad Rey Juan Carlos, Madrid, SpainG.I.S.C, Universidad Rey Juan Carlos, Madrid, SpainWe discuss the core principles underpinning the concept of identifiability, providing an overview of relevant literature concerning this phenomenon within the domain of complex networks. We delve into the potentialities and inherent constraints associated with the analysis of identifiability in real networked systems. Through this exploration, we establish a comprehensive classification scheme for network identifiability, distinguishing i) structural, ii) functional, and iii) meta-identifiability categories. We explain the principal conceptual distinctions characterising each category. Finally, we deliberate upon the contextual frameworks where system identifiability can be achieved, also highlighting the factors that impede structural, functional, and meta-identifiability.https://www.frontiersin.org/articles/10.3389/fphy.2023.1290647/fullidentifiabilitycomplex networksnetwork inferenceparameter identificationnetwork classification |
| spellingShingle | M. Zanin J. M. Buldú J. M. Buldú Identifiability of complex networks Frontiers in Physics identifiability complex networks network inference parameter identification network classification |
| title | Identifiability of complex networks |
| title_full | Identifiability of complex networks |
| title_fullStr | Identifiability of complex networks |
| title_full_unstemmed | Identifiability of complex networks |
| title_short | Identifiability of complex networks |
| title_sort | identifiability of complex networks |
| topic | identifiability complex networks network inference parameter identification network classification |
| url | https://www.frontiersin.org/articles/10.3389/fphy.2023.1290647/full |
| work_keys_str_mv | AT mzanin identifiabilityofcomplexnetworks AT jmbuldu identifiabilityofcomplexnetworks AT jmbuldu identifiabilityofcomplexnetworks |