# ------------------------------------------------ # CITATION.cff file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # ------------------------------------------------ cff-version: 1.2.0 message: 'To cite package "netOP" in publications use:' type: software license: GPL-2.0-or-later title: 'netOP: Network Data Operations and Overlapping Partitions Based Methods for Large Networks' version: 0.1.2 identifiers: - type: doi value: 10.32614/CRAN.package.netOP abstract: Implements methods for generating, embedding, and clustering random networks and for estimating and selecting statistical network models. Provides SONNET (Subsampling ON NETwork), a scalable subsampling-based divide-and-conquer method for community detection described by Chakrabarty, Sengupta and Chen (2025) , and NETCROP (NETwork CRoss-validation using Overlapping Partitions), an overlapping-partition framework for network cross-validation, model selection, and regularization tuning described by Chakrabarty, Sengupta and Chen (2026) . Also includes spectral and latent-space methods, loss functions, and helper functions for statistical analysis of network data. authors: - family-names: Chakrabarty given-names: Sayan email: sayanc@umich.edu orcid: https://orcid.org/0000-0003-2372-2076 preferred-citation: type: manual title: Network Data Operations and Overlapping Partitions Based Methods for Large Networks authors: - family-names: Chakrabarty given-names: Sayan email: sayanc@umich.edu orcid: https://orcid.org/0000-0003-2372-2076 year: '2026' notes: R package version 0.1.2 url: https://github.com/sayan-ch/netOP repository: https://sayan-ch.r-universe.dev repository-code: https://github.com/sayan-ch/netOP commit: fb5a91eac40e4f08338fbebf86af6db272cd5c89 url: https://sayan-ch.github.io date-released: '2026-09-16' contact: - family-names: Chakrabarty given-names: Sayan email: sayanc@umich.edu orcid: https://orcid.org/0000-0003-2372-2076 references: - type: article title: Network Cross-Validation and Model Selection via Subsampling authors: - family-names: Chakrabarty given-names: Sayan - family-names: Sengupta given-names: Srijan - family-names: Chen given-names: Yuguo year: '2026' journal: arXiv volume: '2504.06903' doi: 10.48550/arXiv.2504.06903 notes: 'NETCROP: NETwork CRoss-Validation using Overlapping Partitions' - type: article title: Subsampling Based Community Detection for Large Networks authors: - family-names: Chakrabarty given-names: Sayan - family-names: Sengupta given-names: Srijan - family-names: Chen given-names: Yuguo year: '2025' journal: Statistica Sinica volume: '35' doi: 10.5705/ss.202022.0108 notes: 'SONNET: Subsampling on Network' start: '1627' end: '1648' - type: article title: Network Cross-Validation by Edge Sampling authors: - family-names: Li given-names: Tianxi - family-names: Levina given-names: Elizaveta - family-names: Zhu given-names: Ji year: '2020' journal: Biometrika volume: '107' issue: '2' doi: 10.1093/biomet/asaa006 notes: Methodological reference for edge cross-validation start: '257' end: '276' - type: article title: Network Cross-Validation for Determining the Number of Communities in Network Data authors: - family-names: Chen given-names: Kehui - family-names: Lei given-names: Jing year: '2018' journal: Journal of the American Statistical Association volume: '113' issue: '521' doi: 10.1080/01621459.2016.1246365 notes: Methodological reference for node-based network cross-validation start: '241' end: '251' - type: manual title: 'randnet: Random Network Model Estimation, Selection and Parameter Tuning' authors: - family-names: Li given-names: Tianxi - family-names: Levina given-names: Elizeveta - family-names: Zhu given-names: Ji - family-names: Le given-names: Can M. year: '2025' notes: R package version 1.0; source of the ECV implementation incorporated and adapted in netOP doi: 10.32614/CRAN.package.randnet url: https://CRAN.R-project.org/package=randnet