{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T20:29:24Z","timestamp":1780086564454,"version":"3.54.0"},"reference-count":22,"publisher":"World Scientific Pub Co Pte Ltd","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Info. Know. Mgmt."],"published-print":{"date-parts":[[2024,4]]},"abstract":"<jats:p> Knowledge Management (KM) is crucial for efficient information retrieval and forms the backbone of implementing an Information System (IS). Efficiently extracting meaningful trends from headlines aids in visualising demographic situations and addressing emergency handling needs. Understanding Information Resource Management (IRM) and Knowledge Resource Management (KRM) concepts benefits end users. This proposed KRM concept organises knowledge, ensuring global resource control through a neural decision framework. Traditional methods like Structural Equation Modelling (SEM) have higher computational steps, whereas neural network strategies in KM reduce steps and improve data prediction accuracy. The paucity of input data is a common challenge, which can be overcome by using Generative Adversarial Network (GAN) architecture for probabilistic generative processes. This research evaluates acquisition, spreading, vulnerability, and application using GAN-based knowledge systems that mitigate data scarcity through generative methods. The proposed Hierarchical Vanilla Generative Adversarial Network (HVGAN) utilises gradient functions and hierarchical computation algorithms to achieve desired knowledge extraction with lower time complexity and higher accuracy. Implementation improves efficiency in accessing stored knowledge, yielding an AUC score of 96% compared to other GAN architectures. <\/jats:p>","DOI":"10.1142\/s0219649224500060","type":"journal-article","created":{"date-parts":[[2024,1,23]],"date-time":"2024-01-23T08:35:18Z","timestamp":1705998918000},"source":"Crossref","is-referenced-by-count":4,"title":["Efficiency Improvisation of Large-Scale Knowledge Systems in Feature Determination using Proposed HVGAN Architecture"],"prefix":"10.1142","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9284-7724","authenticated-orcid":false,"given":"Senthil Murugan","family":"Nagarajan","sequence":"first","affiliation":[{"name":"Department of Mathematics, Faculty of Science, Technology and Medicine, University of Luxembourg, Esch Sur Alzette, Luxembourg"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9278-9883","authenticated-orcid":false,"given":"M.","family":"Asha Jerlin","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Vellore Institute of Technology University, Chennai, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0036-7841","authenticated-orcid":false,"given":"Ganesh Gopal","family":"Devarajan","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, SRM Institute of Science and Technology, Delhi NCR Campus, Ghaziabad, Uttar Pradesh 201204, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5198-2150","authenticated-orcid":false,"given":"R.","family":"Sivakami","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Sona College of Technology, Salem, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1207-5555","authenticated-orcid":false,"given":"Ravi Shekhar","family":"Tiwari","sequence":"additional","affiliation":[{"name":"Faculty of Management Studies, SRM Institute of Science and Technology, Delhi NCR Campus, Ghaziabad, Uttar Pradesh 201204, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"219","published-online":{"date-parts":[[2024,1,23]]},"reference":[{"key":"S0219649224500060BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2014.12.035"},{"key":"S0219649224500060BIB002","doi-asserted-by":"publisher","DOI":"10.1145\/3439729"},{"issue":"3","key":"S0219649224500060BIB003","first-page":"9","volume":"3","author":"Dheir I","year":"2019","journal-title":"International Journal of Academic Information Systems Research"},{"key":"S0219649224500060BIB004","doi-asserted-by":"publisher","DOI":"10.25046\/aj050483"},{"key":"S0219649224500060BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2021.101256"},{"key":"S0219649224500060BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2015.02.005"},{"key":"S0219649224500060BIB007","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2007.09.046"},{"issue":"3","key":"S0219649224500060BIB008","first-page":"437","volume":"27","author":"Jeong SH","year":"2022","journal-title":"Journal of Broadcast Engineering"},{"key":"S0219649224500060BIB009","doi-asserted-by":"publisher","DOI":"10.1108\/17410381211267682"},{"key":"S0219649224500060BIB010","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-5157-1_56"},{"key":"S0219649224500060BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2020.01.001"},{"key":"S0219649224500060BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.landusepol.2020.104832"},{"key":"S0219649224500060BIB013","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-020-05446-w"},{"key":"S0219649224500060BIB014","first-page":"1","volume":"20","author":"Mahrinasari MS","year":"2021","journal-title":"Academy of Strategic Management Journal"},{"issue":"7","key":"S0219649224500060BIB015","first-page":"12","volume":"2","author":"Nassr MS","year":"2018","journal-title":"International Journal of Academic Pedagogical Research"},{"key":"S0219649224500060BIB016","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2018.11103"},{"key":"S0219649224500060BIB018","doi-asserted-by":"publisher","DOI":"10.3390\/app12136753"},{"key":"S0219649224500060BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.118715"},{"key":"S0219649224500060BIB020","first-page":"1","volume":"26","author":"Romera-Paredes B","year":"2013","journal-title":"Advances in Neural Information Processing Systems"},{"key":"S0219649224500060BIB021","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482014"},{"key":"S0219649224500060BIB022","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.6076"},{"key":"S0219649224500060BIB023","first-page":"1","volume":"26","author":"Socher R","year":"2013","journal-title":"Advances in Neural Information Processing Systems"}],"container-title":["Journal of Information &amp; Knowledge Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219649224500060","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,13]],"date-time":"2024-05-13T02:54:10Z","timestamp":1715568850000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219649224500060"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,23]]},"references-count":22,"journal-issue":{"issue":"02","published-print":{"date-parts":[[2024,4]]}},"alternative-id":["10.1142\/S0219649224500060"],"URL":"https:\/\/doi.org\/10.1142\/s0219649224500060","relation":{},"ISSN":["0219-6492","1793-6926"],"issn-type":[{"value":"0219-6492","type":"print"},{"value":"1793-6926","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,23]]},"article-number":"2450006"}}