{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,8]],"date-time":"2025-09-08T05:51:58Z","timestamp":1757310718735,"version":"3.37.3"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2022,1,28]],"date-time":"2022-01-28T00:00:00Z","timestamp":1643328000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,28]],"date-time":"2022-01-28T00:00:00Z","timestamp":1643328000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2023,7]]},"DOI":"10.1007\/s12652-021-03624-9","type":"journal-article","created":{"date-parts":[[2022,1,28]],"date-time":"2022-01-28T00:04:41Z","timestamp":1643328281000},"page":"8667-8691","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["OntoDynS: expediting personalization and diversification in semantic search by facilitating cognitive human interaction through ontology bagging and dynamic ontology alignment"],"prefix":"10.1007","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0466-2143","authenticated-orcid":false,"given":"Gerard","family":"Deepak","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"Santhanavijayan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,1,28]]},"reference":[{"issue":"10","key":"3624_CR1","first-page":"1899","volume":"14","author":"SK Adnan","year":"2019","unstructured":"Adnan SK, Abdullah NAZ (2019) Arabic query expansion using wordnet and cuckoo algorithm. ARPN J Eng Appl Sci 14(10):1899\u20131903","journal-title":"ARPN J Eng Appl Sci"},{"key":"3624_CR2","doi-asserted-by":"publisher","first-page":"4395","DOI":"10.1007\/s12652-019-01341-y","volume":"12","author":"A Antonella Carbonaro","year":"2021","unstructured":"Antonella Carbonaro A (2021) Linked data and semantic web technologies to model context information for policy-making. J Ambient Intell Humaniz Comput 12:4395\u20134406","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"3624_CR3","first-page":"31","volume":"30","author":"G Bouma","year":"2009","unstructured":"Bouma G (2009) Normalized (pointwise) mutual information in collocation extraction. Proceedings of GSCL 30:31\u201340","journal-title":"Proceedings of GSCL"},{"key":"3624_CR4","doi-asserted-by":"crossref","unstructured":"C\u00e2mara A, Santos RL (2019) Traversing semantically annotated queries for task-oriented query recommendation. In\u00a0Proceedings of the 13th ACM Conference on Recommender Systems\u00a0(pp. 511\u2013515)","DOI":"10.1145\/3298689.3346994"},{"issue":"1","key":"3624_CR5","first-page":"22","volume":"16","author":"KW Church","year":"1990","unstructured":"Church KW, Hanks P (1990) Word association norms, mutual information, and lexicography. Comput Linguist 16(1):22\u201329","journal-title":"Comput Linguist"},{"key":"3624_CR6","first-page":"61","volume":"27","author":"AN Chy","year":"2019","unstructured":"Chy AN, Ullah MZ, Aono M (2019) Query expansion for microblog retrieval focusing on an ensemble of features. J Inf Process 27:61\u201376","journal-title":"J Inf Process"},{"key":"3624_CR7","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-021-03433-0","author":"C Cousyn","year":"2021","unstructured":"Cousyn C, Bouchard K, Gaboury S (2021) Web-based objects detection to discover key objects in human activities. J Ambient Intell Humaniz Comput. https:\/\/doi.org\/10.1007\/s12652-021-03433-0","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"3624_CR8","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1016\/j.procs.2018.01.148","volume":"127","author":"S Dahir","year":"2018","unstructured":"Dahir S, El Qadi A, Bennis H (2018) Enriching user queries using Dbpedia features and relevance feedback. Procedia Comput Sci 127:499\u2013504","journal-title":"Procedia Comput Sci"},{"key":"3624_CR9","doi-asserted-by":"publisher","first-page":"45448","DOI":"10.1109\/ACCESS.2018.2861869","volume":"6","author":"F Fang","year":"2018","unstructured":"Fang F, Zhang BW, Yin XC (2018) Semantic sequential query expansion for biomedical article search. IEEE Access 6:45448\u201345457","journal-title":"IEEE Access"},{"issue":"1","key":"3624_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ipm.2017.09.001","volume":"54","author":"FC Fern\u00e1ndez-Reyes","year":"2018","unstructured":"Fern\u00e1ndez-Reyes FC, Hermosillo-Valadez J, Montes-y-G\u00f3mez M (2018) A prospect-guided global query expansion strategy using word embeddings. Inf Process Manage 54(1):1\u201313","journal-title":"Inf Process Manage"},{"issue":"1","key":"3624_CR11","doi-asserted-by":"publisher","first-page":"102138","DOI":"10.1016\/j.ipm.2019.102138","volume":"57","author":"R Gao","year":"2020","unstructured":"Gao R, Shah C (2020) Toward creating a fairer ranking in search engine results. Inf Process Manag 57(1):102138","journal-title":"Inf Process Manag"},{"key":"3624_CR12","doi-asserted-by":"crossref","unstructured":"Guo L, Su X, Zhang L, Huang G, Gao X, Ding Z (2018) Query expansion based on semantic related network. In Pacific Rim International Conference on Artificial Intelligence (pp. 19\u201328). Springer, Cham","DOI":"10.1007\/978-3-319-97310-4_3"},{"issue":"1","key":"3624_CR13","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1007\/s13278-019-0599-1","volume":"9","author":"A Habi","year":"2019","unstructured":"Habi A, Effantin B, Kheddouci H (2019) Diversified top-k search with relaxed graph simulation. Soc Netw Anal Min 9(1):55","journal-title":"Soc Netw Anal Min"},{"issue":"11","key":"3624_CR14","doi-asserted-by":"publisher","first-page":"1600","DOI":"10.1002\/spe.2736","volume":"49","author":"Q Huang","year":"2019","unstructured":"Huang Q, Yang Y, Cheng M (2019) Deep learning the semantics of change sequences for query expansion. Softw Pract Exp 49(11):1600\u20131617","journal-title":"Softw Pract Exp"},{"key":"3624_CR15","doi-asserted-by":"crossref","unstructured":"Huang Z, Cautis B, Cheng R, Zheng Y (2016) Kb-enabled query recommendation for long-tail queries. In Proceedings of the 25th ACM International on Conference on Information and Knowledge Management (pp. 2107\u20132112)","DOI":"10.1145\/2983323.2983650"},{"key":"3624_CR16","unstructured":"Islam A, Inkpen D (2006) Second order co-occurrence pmi for determining the semantic similarity of words. In: LREC, pp 1033\u20131038"},{"issue":"5","key":"3624_CR17","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1007\/s11859-019-1411-9","volume":"24","author":"H Jin","year":"2019","unstructured":"Jin H, Xiong L (2019) A query expansion method based on evolving source code. Wuhan Univ J Nat Sci 24(5):391\u2013399","journal-title":"Wuhan Univ J Nat Sci"},{"issue":"4","key":"3624_CR18","doi-asserted-by":"publisher","first-page":"e5119","DOI":"10.1002\/cpe.5119","volume":"32","author":"S Kandasamy","year":"2020","unstructured":"Kandasamy S, Cherukuri AK (2020) Query expansion using named entity disambiguation for a question-answering system. Concurr Comput Pract Exp 32(4):e5119","journal-title":"Concurr Comput Pract Exp"},{"issue":"2","key":"3624_CR19","first-page":"490","volume":"97","author":"ZA Khalaf","year":"2019","unstructured":"Khalaf ZA, Shtaet IA (2019) News retrieval based on short queries expansion and best matching. J Theor Appl Inf Technol 97(2):490\u2013500","journal-title":"J Theor Appl Inf Technol"},{"key":"3624_CR20","doi-asserted-by":"crossref","unstructured":"Khennak I, Drias H (2020) A Novel Hybrid Correlation Measure for Query Expansion-Based Information Retrieval. In Critical Approaches to Information Retrieval Research\u00a0(pp. 1\u201319). IGI Global","DOI":"10.4018\/978-1-7998-1021-6.ch001"},{"key":"3624_CR21","doi-asserted-by":"crossref","unstructured":"Kokkoras F, Ntonas K, Bassiliades N (2013) DEiXTo: a web data extraction suite. In\u00a0Proceedings of the 6th Balkan Conference in Informatics\u00a0(pp. 9\u201312).","DOI":"10.1145\/2490257.2490297"},{"issue":"4","key":"3624_CR22","doi-asserted-by":"publisher","first-page":"1041","DOI":"10.1007\/s11280-017-0468-7","volume":"21","author":"A Krishnan","year":"2018","unstructured":"Krishnan A, Deepak P, Ranu S, Mehta S (2018) Leveraging semantic resources in diversified query expansion. World Wide Web 21(4):1041\u20131067","journal-title":"World Wide Web"},{"key":"3624_CR23","unstructured":"Leena Giri G, Manjula SH, Venugopal KR, Patnaik LM (2014) Mathematical Model of Semantic Look-An Efficient Context Driven Search Engine. arXiv preprint arrXiv:1402.7200."},{"key":"3624_CR24","doi-asserted-by":"publisher","first-page":"3854","DOI":"10.1016\/j.proeng.2011.08.721","volume":"15","author":"W Li","year":"2011","unstructured":"Li W, Xia Q (2011) A method of concept similarity computation based on semantic distance. Procedia Eng 15:3854\u20133859","journal-title":"Procedia Eng"},{"issue":"11","key":"3624_CR25","doi-asserted-by":"publisher","first-page":"2958","DOI":"10.1109\/TKDE.2016.2594064","volume":"28","author":"S Liang","year":"2016","unstructured":"Liang S, Cai F, Ren Z, de Rijke M (2016) Efficient structured learning for personalized diversification. IEEE Trans Knowl Data Eng 28(11):2958\u20132973","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"3624_CR26","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-017-0566-5","author":"J Liu","year":"2017","unstructured":"Liu J, Zhou M, Lin L, Kim H, Wang J (2017) Rank web documents based on multi-domain ontology. J Ambient Intell Human Comput. https:\/\/doi.org\/10.1007\/s12652-017-0566-5","journal-title":"J Ambient Intell Human Comput"},{"issue":"5","key":"3624_CR27","doi-asserted-by":"publisher","first-page":"1605","DOI":"10.1016\/j.ipm.2019.04.007","volume":"56","author":"JA Nasir","year":"2019","unstructured":"Nasir JA, Varlamis I, Ishfaq S (2019) A knowledge-based semantic framework for query expansion. Inf Process Manage 56(5):1605\u20131617","journal-title":"Inf Process Manage"},{"issue":"3","key":"3624_CR28","doi-asserted-by":"publisher","first-page":"279","DOI":"10.18178\/ijmlc.2019.9.3.799","volume":"9","author":"W Pang","year":"2019","unstructured":"Pang W, Du J (2019) Query expansion and query fuzzy with large-scale click-through data for microblog retrieval. Int J Mach Learn Comput 9(3):279","journal-title":"Int J Mach Learn Comput"},{"issue":"3","key":"3624_CR29","doi-asserted-by":"publisher","first-page":"760","DOI":"10.1109\/TMM.2018.2866230","volume":"21","author":"S Pang","year":"2018","unstructured":"Pang S, Ma J, Zhu J, Xue J, Tian Q (2018) Improving object retrieval quality by integration of similarity propagation and query expansion. IEEE Trans Multimed 21(3):760\u2013770","journal-title":"IEEE Trans Multimed"},{"key":"3624_CR30","doi-asserted-by":"crossref","unstructured":"Pushpa CN, Deepak G, Thriveni J, Venugopal KR (2015) Onto Collab: Strategic review oriented collaborative knowledge modeling using ontologies. In\u00a02015 Seventh International Conference on Advanced Computing (ICoAC)\u00a0(pp. 1\u20137). IEEE","DOI":"10.1109\/ICoAC.2015.7562785"},{"key":"3624_CR31","doi-asserted-by":"publisher","first-page":"10289","DOI":"10.1007\/s12652-020-02806-1","volume":"12","author":"J Shokeen","year":"2021","unstructured":"Shokeen J, Rana C (2021) A trust and semantic based approach for social recommendation. J Ambient Intell Humaniz Comput 12:10289\u201310303","journal-title":"J Ambient Intell Humaniz Comput"},{"key":"3624_CR32","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1016\/j.swevo.2017.09.007","volume":"38","author":"J Singh","year":"2018","unstructured":"Singh J, Sharan A (2018) Rank fusion and semantic genetic notion based automatic query expansion model. Swarm Evol Comput 38:295\u2013308","journal-title":"Swarm Evol Comput"},{"issue":"1","key":"3624_CR33","doi-asserted-by":"publisher","first-page":"847","DOI":"10.1007\/s10586-017-1332-3","volume":"22","author":"S Song","year":"2019","unstructured":"Song S, Huang W, Sun Y (2019) Semantic query graph based SPARQL generation from natural language questions. Clust Comput 22(1):847\u2013858","journal-title":"Clust Comput"},{"issue":"6","key":"3624_CR34","first-page":"3617","volume":"120","author":"A Velagandula","year":"2018","unstructured":"Velagandula A, Chatterjee P, Mamatha C, Rajesh K (2018) Optimized query expansion based classifier for web information retrieval. Int J Pure Appl Math 120(6):3617\u20133630","journal-title":"Int J Pure Appl Math"},{"issue":"1","key":"3624_CR35","first-page":"121","volume":"16","author":"WC Wibowo","year":"2020","unstructured":"Wibowo WC (2020) Hashtag and highest scored terms for expanding query. J Inf Commun Technol 16(1):121\u2013135","journal-title":"J Inf Commun Technol"},{"issue":"1","key":"3624_CR36","first-page":"n1","volume":"24","author":"S Wu","year":"2019","unstructured":"Wu S, Zhang Z, Xu C (2019) Evaluating the effectiveness of Web search engines on results diversification. Inf Res Int Electron J 24(1):n1","journal-title":"Inf Res Int Electron J"},{"key":"3624_CR37","doi-asserted-by":"crossref","unstructured":"Wu Bin, Xiong C, Sun M, Liu Z (2018) Query suggestion with feedback memory network. In\u00a0Proceedings of the 2018 World Wide Web Conference\u00a0(pp. 1563\u20131571)","DOI":"10.1145\/3178876.3186068"},{"issue":"3","key":"3624_CR38","doi-asserted-by":"publisher","first-page":"954","DOI":"10.1109\/TCBB.2018.2801303","volume":"16","author":"Bo Xu","year":"2018","unstructured":"Xu Bo, Lin H, Lin Y (2018) Learning to refine expansion terms for biomedical information retrieval using semantic resources. IEEE\/ACM Trans Comput Biol Bioinf 16(3):954\u2013966","journal-title":"IEEE\/ACM Trans Comput Biol Bioinf"},{"issue":"16","key":"3624_CR39","first-page":"1","volume":"20","author":"Bo Xu","year":"2019","unstructured":"Xu Bo, Lin H, Yang L, Xu K, Zhang Y, Zhang D, Yin F (2019) A supervised term ranking model for diversity enhanced biomedical information retrieval. BMC Bioinform 20(16):1\u201311","journal-title":"BMC Bioinform"},{"issue":"3","key":"3624_CR40","doi-asserted-by":"publisher","first-page":"1707","DOI":"10.1007\/s00500-019-03998-1","volume":"24","author":"Bo Xu","year":"2020","unstructured":"Xu Bo, Lin H, Lin Y, Guan Y (2020) Integrating social annotations into topic models for personalized document retrieval. Soft Comput 24(3):1707\u20131716","journal-title":"Soft Comput"},{"issue":"2","key":"3624_CR41","first-page":"409","volume":"20","author":"H Yu","year":"2019","unstructured":"Yu H, Shi C, Bai Y, Zhang C, Hearne R (2019) Query expansion based on formal concept analysis from retrieved documents. J Internet Technol 20(2):409\u2013421","journal-title":"J Internet Technol"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-021-03624-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-021-03624-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-021-03624-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,6]],"date-time":"2023-06-06T21:48:29Z","timestamp":1686088109000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-021-03624-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,28]]},"references-count":41,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["3624"],"URL":"https:\/\/doi.org\/10.1007\/s12652-021-03624-9","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"type":"print","value":"1868-5137"},{"type":"electronic","value":"1868-5145"}],"subject":[],"published":{"date-parts":[[2022,1,28]]},"assertion":[{"value":"17 August 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 November 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 January 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}