https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/Head https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/assertion https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/provenance https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/pubinfo https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/assertion https://ieeexplore.ieee.org/document/10386981 http://purl.org/dc/terms/creator https://orcid.org/0000-0001-8726-8226 https://ieeexplore.ieee.org/document/10386981 http://purl.org/dc/terms/creator https://orcid.org/0000-0001-9487-5622 https://ieeexplore.ieee.org/document/10386981 http://purl.org/dc/terms/creator https://orcid.org/0000-0002-3588-6257 https://ieeexplore.ieee.org/document/10386981 http://purl.org/dc/terms/publisher https://ror.org/01n002310 https://ieeexplore.ieee.org/document/10386981 http://purl.org/dc/terms/subject http://edamontology.org/topic_3316 https://ieeexplore.ieee.org/document/10386981 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/fair/ff/terms/article https://ieeexplore.ieee.org/document/10386981 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/fdof/ontology#FAIRDigitalObject https://ieeexplore.ieee.org/document/10386981 http://www.w3.org/2000/01/rdf-schema#comment Community detection is a valuable tool for analyzing social networks given its potential for identifying groups with common characteristics and common interests. In this work, we focused on detecting scholarly communities based on researchers’ publication data to discover interdisciplinary collaboration recommendations (researchers working on different domains). Specifically, instead of using any physical or direct relationship between researchers, we utilized a topic model to obtain the topic-based similarity between researchers to construct the social network graph. Next, we employed an edge-weakening procedure to alter the initially constructed network to uncover a more refined community structure. Two community detection algorithms, Louvain and Spectral clustering, were utilized to find the community structures in the modified network. The results of our experiments revealed the ability to discover possible research communities for both algorithms that were comparable, which suggests that our method has the potential for identifying hidden interdisciplinary research collaboration recommendations using topical relationships as the basis for building and analyzing the social network graph. https://ieeexplore.ieee.org/document/10386981 http://www.w3.org/2000/01/rdf-schema#label Finding Potential Research Collaborations from Social Networks Derived from Topic Models https://ieeexplore.ieee.org/document/10386981 https://schema.org/funder https://ror.org/021nxhr62 https://ieeexplore.ieee.org/document/10386981 https://w3id.org/fdof/ontology#hasMetadata https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://ieeexplore.ieee.org/document/10386981 https://www.w3.org/ns/dcat#contactPoint john.sheppard@montana.edu https://ieeexplore.ieee.org/document/10386981 https://www.w3.org/ns/dcat#endDate 2024-01-17 https://ieeexplore.ieee.org/document/10386981 https://www.w3.org/ns/dcat#startDate 2022 https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/provenance https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0009-0008-8411-2742 https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/pubinfo https://orcid.org/0009-0008-8411-2742 http://xmlns.com/foaf/0.1/name Emily Regalado https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://purl.org/dc/terms/created 2026-02-04T18:06:38.866Z https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://purl.org/dc/terms/creator https://orcid.org/0009-0008-8411-2742 https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://purl.org/nanopub/x/introduces https://ieeexplore.ieee.org/document/10386981 https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE http://purl.org/nanopub/x/wasCreatedAt https://nanodash.knowledgepixels.com/ https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RArM5GTwgxg9qslGX-XiQ-KTTUwdoM0KB1YqmT4GqTizA https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxzr6UBGMW6c8tegz0babaledWUEQ0PLDE4tp7Iinbe2DZtAtY5JUptKYuStWDZx+QER4808P8dejNWRnBDzgthYJm/AyNSXflHSJhz2+NC+h7RylOLxbwLEQocmyKKiYxa2gT85m6ajVL2M6TnfG67nnK+K2f7iCGL6wYXRITD1q+7+5SWqBdDXIV921W4IKWaD2GJk+NRBoOqQhbsrk8Tn5XsNd7DMYVHk47oMDGbeBnrOIoRPsbBgAcoCsxxhiB9yN6Lf8EUbnlXVEDzJuZk048L1BDZL+6nkA8btTQGP2ijUFWA7rTrod3LjUDQWLZS95njjl867dtmv/znYkzwIDAQAB https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/sig http://purl.org/nanopub/x/hasSignature mOkd5F9445jQ+Hi7UDa7s+yHPJqFhpWvqxYownS84OMR9nfif4rHlESebYaKcLNlOtnCluZc79dILZe2S+qF31VL+xavL0jxtAxD1oGKgwTarE8c/4lLP+Bt1TdwfkC9nN3UX8dag0MTINMj1L7rPsmtYy9bv+sNPPv/1ok0dnxU6p3PQWbHRKZNw1kp1jLzhC7txu/FaCi91FQAzx6aRgZSmVs6NpY640ta1YwQsGEp+kfiRLLDE92DHL5lJfonBlagRxwSLAmVj+DdG5t0Gqjcb/UhjoicHtCTXdUR16B29MfMXNnpQv7AbnM3j8101kGejtsdud7k1THXCED7GQ== https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE https://w3id.org/np/RAhvb8lJ7SzMDWbxu5qGSo8USZayaGtr6o8sQn46mIggE/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0009-0008-8411-2742