{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T14:59:25Z","timestamp":1773327565345,"version":"3.50.1"},"reference-count":28,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T00:00:00Z","timestamp":1770508800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Information Management Data Insights"],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1016\/j.jjimei.2026.100396","type":"journal-article","created":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T19:55:28Z","timestamp":1773258928000},"page":"100396","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["A comparative empirical evaluation of semantic clustering algorithms on static word embeddings"],"prefix":"10.1016","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1667-4408","authenticated-orcid":false,"given":"Asefeh","family":"Asemi","sequence":"first","affiliation":[]},{"given":"Rajab","family":"Kiani Shahvandy","sequence":"additional","affiliation":[]},{"given":"Mahdi","family":"Houshangi","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.jjimei.2026.100396_bib0002","article-title":"Data and code for sensitivity analysis of semantic clustering algorithms on static word embeddings [Data set]","author":"Asemi","year":"2025","journal-title":"Mendeley Data"},{"key":"10.1016\/j.jjimei.2026.100396_bib0003","doi-asserted-by":"crossref","DOI":"10.1016\/j.asoc.2022.108411","article-title":"A judgment-based model for usability evaluating of interactive systems using fuzzy Multi Factors Evaluation (MFE)","volume":"117","author":"Asemi","year":"2022","journal-title":"Applied Soft Computing"},{"key":"10.1016\/j.jjimei.2026.100396_bib34","doi-asserted-by":"crossref","DOI":"10.1108\/BFJ-05-2025-0643","article-title":"AI-powered investment recommendations in the agri-food sector","author":"Asemi","year":"2026","journal-title":"British Food Journal"},{"key":"10.1016\/j.jjimei.2026.100396_bib31","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1186\/s40537-023-00784-7","article-title":"Adaptive neuro-fuzzy inference system for customizing investment type based on the potential investors\u2019 demographics and feedback","volume":"10","author":"Asemi","year":"2023","journal-title":"Journal of Big Data"},{"key":"10.1016\/j.jjimei.2026.100396_bib33","article-title":"An analytical deep learning framework for author similarity in research collaboration","volume":"100645","author":"Asemi","year":"2026","journal-title":"Decision Analytics Journal"},{"issue":"4","key":"10.1016\/j.jjimei.2026.100396_bib0004","doi-asserted-by":"crossref","first-page":"994","DOI":"10.1108\/LHT-08-2021-0252","article-title":"Infoecology of the deep learning and smart manufacturing: Thematic and concept interactions","volume":"40","author":"Asemi","year":"2021","journal-title":"Library Hi Tech"},{"key":"10.1016\/j.jjimei.2026.100396_bib0005","series-title":"TACL","article-title":"Enriching word vectors with sub-word information","author":"Bojanowski","year":"2017"},{"issue":"1","key":"10.1016\/j.jjimei.2026.100396_bib0006","doi-asserted-by":"crossref","DOI":"10.1016\/j.jjimei.2024.100305","article-title":"Monitoring semantic relatedness and revealing fairness and biases through trend tests","volume":"5","author":"Bourguet","year":"2025","journal-title":"International Journal of Information Management Data Insights"},{"key":"10.1016\/j.jjimei.2026.100396_bib0007","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","author":"Devlin","year":"2019","journal-title":"NAACL-HLT"},{"issue":"1","key":"10.1016\/j.jjimei.2026.100396_bib0008","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1186\/s40537-021-00432-y","article-title":"Developing a mathematical model of the co-author recommender system using graph mining techniques and big data applications","volume":"8","author":"Ebrahimi","year":"2021","journal-title":"Journal of Big Data"},{"issue":"3","key":"10.1016\/j.jjimei.2026.100396_bib0011","first-page":"927","article-title":"Application of association rules and clustering in controlling the quality of research data: A case study of the Iranian Scientific Information Database (Ganj)","volume":"38","author":"Fakhrzadeh","year":"2023","journal-title":"Journal of Information Processing and Management"},{"issue":"2","key":"10.1016\/j.jjimei.2026.100396_bib0012","doi-asserted-by":"crossref","DOI":"10.1016\/j.jjimei.2024.100255","article-title":"Genie: Enhancing information management in the restaurant industry through AI-powered chatbot","volume":"4","author":"Gupta","year":"2024","journal-title":"International Journal of Information Management Data Insights"},{"key":"10.1016\/j.jjimei.2026.100396_bib0013","article-title":"Semantic Clustering in neurotechnology","author":"H\u00e4hnel","year":"2023","journal-title":"JMIR Neurotechnology"},{"issue":"4","key":"10.1016\/j.jjimei.2026.100396_bib0014","article-title":"Using conceptual clustering to extraction of key phrases and related terms: A case study of scientific communication texts","volume":"39","author":"Kiani Shahvandi","year":"2024","journal-title":"Iranian Journal of Information Processing & Management"},{"issue":"1","key":"10.1016\/j.jjimei.2026.100396_bib0015","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1186\/s40537-021-00529-4","article-title":"Exploration of the investment patterns of potential retail banking customers using two-stage cluster analysis","volume":"8","author":"Kov\u00e1cs","year":"2021","journal-title":"Journal of Big Data"},{"issue":"4","key":"10.1016\/j.jjimei.2026.100396_bib0017","first-page":"60","article-title":"Study and analysis of k-means clustering algorithm using RapidMiner: A case study on students' exam results","volume":"12","author":"Pandey","year":"2015","journal-title":"Journal of Engineering Research and Applications"},{"key":"10.1016\/j.jjimei.2026.100396_bib0018","article-title":"GloVe: Global vectors for word representation","author":"Pennington","year":"2014","journal-title":"EMNLP"},{"key":"10.1016\/j.jjimei.2026.100396_bib0019","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.ijcce.2024.11.004","article-title":"Text clustering with large language model embeddings","volume":"6","author":"Petukhova","year":"2025","journal-title":"International Journal of Cognitive Computing in Engineering"},{"issue":"1","key":"10.1016\/j.jjimei.2026.100396_bib0020","doi-asserted-by":"crossref","DOI":"10.1016\/j.jjimei.2022.100068","article-title":"The framing of health technologies on social media by major actors: Prominent health issues and COVID-related public concerns","volume":"2","author":"Reveilhac","year":"2022","journal-title":"International Journal of Information Management Data Insights"},{"issue":"59","key":"10.1016\/j.jjimei.2026.100396_bib0021","first-page":"54","article-title":"Identifying subject relationships between resources used by users of the Regional Information Center for Science and Technology using text mining techniques","volume":"15","author":"Shabani","year":"2022","journal-title":"Information Science"},{"issue":"2","key":"10.1016\/j.jjimei.2026.100396_bib0022","first-page":"553","article-title":"Proposing a topic classification model for scientific publications in the health sector using text mining methods","volume":"35","author":"Shokouhian","year":"2019","journal-title":"Journal of Information Processing and Management"},{"issue":"2","key":"10.1016\/j.jjimei.2026.100396_bib0023","first-page":"871","article-title":"Clustering scientific articles based on the k-means algorithm: A case study of Iran Research Institute for Information Science and Technology (IRANDOC)","volume":"34","author":"Soleimani-Nejad","year":"2018","journal-title":"Journal of Information Processing and Management"},{"key":"10.1016\/j.jjimei.2026.100396_bib0024","doi-asserted-by":"crossref","DOI":"10.1016\/j.ipm.2016.04.010","article-title":"Identification of interdisciplinary ideas","author":"Thorleuchter","year":"2016","journal-title":"Information Processing & Management"},{"key":"10.1016\/j.jjimei.2026.100396_bib0025","article-title":"Visualizing data using t-SNE","author":"Van Der Maaten","year":"2008","journal-title":"Journal of Machine Learning Research"},{"key":"10.1016\/j.jjimei.2026.100396_bib0026","doi-asserted-by":"crossref","DOI":"10.1016\/j.ipm.2019.03.003","article-title":"Query-oriented text summarization based on hypergraph transversals","author":"Van Lierde","year":"2019","journal-title":"Information Processing & Management"},{"issue":"1","key":"10.1016\/j.jjimei.2026.100396_bib0027","doi-asserted-by":"crossref","DOI":"10.1016\/j.jjimei.2022.100147","article-title":"How AI can be used for governance of messaging services: A study on spam classification leveraging multi-channel convolutional neural network","volume":"3","author":"Waja","year":"2023","journal-title":"International Journal of Information Management Data Insights"},{"key":"10.1016\/j.jjimei.2026.100396_bib0028","doi-asserted-by":"crossref","DOI":"10.1155\/2022\/7212366","article-title":"GloVe-CNN-BiLSTM model for sentiment analysis on text reviews","author":"Xiaoyan","year":"2022","journal-title":"Journal of Sensors"},{"issue":"2","key":"10.1016\/j.jjimei.2026.100396_bib0030","first-page":"527","article-title":"A systematic review of research on improving the k-medoids algorithm for data clustering","volume":"37","author":"Yelov","year":"2021","journal-title":"Journal of Information Processing and Management"}],"container-title":["International Journal of Information Management Data Insights"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2667096826000091?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2667096826000091?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T01:23:02Z","timestamp":1773278582000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2667096826000091"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":28,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,6]]}},"alternative-id":["S2667096826000091"],"URL":"https:\/\/doi.org\/10.1016\/j.jjimei.2026.100396","relation":{},"ISSN":["2667-0968"],"issn-type":[{"value":"2667-0968","type":"print"}],"subject":[],"published":{"date-parts":[[2026,6]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A comparative empirical evaluation of semantic clustering algorithms on static word embeddings","name":"articletitle","label":"Article Title"},{"value":"International Journal of Information Management Data Insights","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jjimei.2026.100396","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"100396"}}