{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T15:23:37Z","timestamp":1759332217877,"version":"3.41.2"},"reference-count":27,"publisher":"World Scientific Pub Co Pte Ltd","issue":"11","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J CIRCUIT SYST COMP"],"published-print":{"date-parts":[[2023,7,30]]},"abstract":"<jats:p> Recently, Android applications have been playing a vital part in the everyday life as several services are offered via mobile applications. Due of its market dominance, Android is more at danger from malicious software, and this threat is growing. The exponential growth of malicious Android apps has made it essential to develop cutting-edge methods for identifying them. Despite the prevalence of a number of security-based approaches in the research, feature selection (FS) methods for Android malware detection methods still have to be developed. In this research, researchers provide a method for distinguishing malicious Android apps from legitimate ones by using a intelligent hyperparameter tuned deep learning based malware detection (IHPT-DLMD). Extraction of features and preliminary data processing are the main functions of the IHPT-DLMD method. The proposed IHPT-DLMD technique initially aims to determine the considerable permissions and API calls using the binary coyote optimization algorithm (BCOA)-based FS technique, which aids to remove the unnecessary features. Besides, bidirectional long short-term memory (Bi-LSTM) model is employed for the detection and classification of Android malware. Finally, the glowworm swarm optimization (GSO) algorithm is applied to optimize the hyperparameters of the BiLSTM model to produce effectual outcomes for Android application classification. This IHPT-DLMD method is checked for quality using a benchmark dataset and evaluated in several ways. The test data demonstrated overall higher performance of the IHPT-DLMD methodology in comparison to the most contemporary methods that are currently in use. <\/jats:p>","DOI":"10.1142\/s0218126623501918","type":"journal-article","created":{"date-parts":[[2022,12,16]],"date-time":"2022-12-16T14:53:51Z","timestamp":1671202431000},"source":"Crossref","is-referenced-by-count":9,"title":["Intelligent Hyperparameter-Tuned Deep Learning-Based Android Malware Detection and Classification Model"],"prefix":"10.1142","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5916-5278","authenticated-orcid":false,"given":"Rincy","family":"Raphael","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Sri Ramakrishna Engineering College, Coimbatore, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Mathiyalagan","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Sri Ramakrishna Engineering College, Coimbatore, Tamil Nadu, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2023,1,28]]},"reference":[{"key":"S0218126623501918BIB001","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1109\/TSP.2019.8769039","volume-title":"2019 42nd Int. Conf. Telecommunications and Signal Processing (TSP)","author":"Fatima","year":"2019"},{"key":"S0218126623501918BIB003","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1016\/j.future.2020.02.002","volume":"107","author":"Alazab M.","year":"2020","journal-title":"Future Gener. Comput. Syst."},{"issue":"5","key":"S0218126623501918BIB004","doi-asserted-by":"crossref","first-page":"4717","DOI":"10.1166\/asl.2017.8994","volume":"23","author":"Abdullah Z.","year":"2017","journal-title":"Adv. Sci. Lett."},{"issue":"1","key":"S0218126623501918BIB005","doi-asserted-by":"crossref","first-page":"1","DOI":"10.21015\/vtcs.v10i1.412","volume":"10","author":"Altaher A.","year":"2016","journal-title":"VAWKUM Trans. Comput. Sci."},{"key":"S0218126623501918BIB006","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1016\/j.future.2019.07.070","volume":"102","author":"Amin M.","year":"2020","journal-title":"Future Gener. Comput. Syst."},{"issue":"4","key":"S0218126623501918BIB007","doi-asserted-by":"crossref","first-page":"400","DOI":"10.1109\/TDSC.2014.2355839","volume":"12","author":"Cen L.","year":"2015","journal-title":"IEEE Trans. Dependable Secure Comput."},{"issue":"3","key":"S0218126623501918BIB008","doi-asserted-by":"crossref","first-page":"987","DOI":"10.1016\/j.future.2017.01.019","volume":"78","author":"Wang W.","year":"2018","journal-title":"Future Gener. Comput. Syst."},{"key":"S0218126623501918BIB009","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.future.2020.11.022","volume":"117","author":"Hakak S.","year":"2021","journal-title":"Future Gener. Comput. Syst."},{"key":"S0218126623501918BIB010","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1016\/j.diin.2015.02.001","volume":"13","author":"Feizollah A.","year":"2015","journal-title":"Digit. Invest."},{"issue":"2","key":"S0218126623501918BIB011","doi-asserted-by":"crossref","first-page":"984","DOI":"10.1109\/TNSE.2020.2996379","volume":"8","author":"Zhu H.","year":"2020","journal-title":"IEEE Trans. Netw. Sci. Eng."},{"key":"S0218126623501918BIB012","doi-asserted-by":"crossref","first-page":"S48","DOI":"10.1016\/j.diin.2018.01.007","volume":"24","author":"Karbab E. B.","year":"2018","journal-title":"Digit. Invest."},{"key":"S0218126623501918BIB013","doi-asserted-by":"crossref","first-page":"101663","DOI":"10.1016\/j.cose.2019.101663","volume":"89","author":"Alzaylaee M. K.","year":"2020","journal-title":"Comput. Secur."},{"issue":"3","key":"S0218126623501918BIB014","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1109\/TIFS.2018.2866319","volume":"14","author":"Kim T.","year":"2018","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"2","key":"S0218126623501918BIB015","doi-asserted-by":"crossref","first-page":"1027","DOI":"10.1007\/s00500-019-03940-5","volume":"24","author":"Pekta\u015f A.","year":"2020","journal-title":"Soft Comput."},{"key":"S0218126623501918BIB016","doi-asserted-by":"crossref","first-page":"125786","DOI":"10.1109\/ACCESS.2020.3008081","volume":"8","author":"Feng J.","year":"2020","journal-title":"IEEE Access"},{"issue":"10","key":"S0218126623501918BIB017","doi-asserted-by":"crossref","first-page":"5183","DOI":"10.1007\/s00521-020-05309-4","volume":"33","author":"Mahindru A.","year":"2021","journal-title":"Neural Comput. Appl."},{"key":"S0218126623501918BIB019","first-page":"1","volume-title":"2018 IEEE Congress on Evolutionary Computation (CEC)","author":"Pierezan J.","year":"2018"},{"issue":"12","key":"S0218126623501918BIB020","doi-asserted-by":"crossref","first-page":"5378","DOI":"10.3390\/app11125378","volume":"11","author":"Kien L. C.","year":"2021","journal-title":"Appl. Sci."},{"issue":"24","key":"S0218126623501918BIB021","doi-asserted-by":"crossref","first-page":"3297","DOI":"10.3390\/math9243297","volume":"9","author":"Mwata-Velu T. Y.","year":"2021","journal-title":"Mathematics"},{"issue":"1","key":"S0218126623501918BIB022","first-page":"93","volume":"1","author":"Krishnanand K. N.","year":"2009","journal-title":"Int. J. Comput. Intell. Stud."},{"issue":"24","key":"S0218126623501918BIB023","doi-asserted-by":"crossref","first-page":"7161","DOI":"10.3390\/s20247161","volume":"20","author":"Tian Y.","year":"2020","journal-title":"Sensors"},{"key":"S0218126623501918BIB024","first-page":"1","volume-title":"2018 Int. Carnahan Conf. Security Technology (ICCST)","author":"Lashkari A. H.","year":"2018"},{"key":"S0218126623501918BIB025","doi-asserted-by":"crossref","first-page":"847","DOI":"10.1016\/j.procs.2021.03.106","volume":"184","author":"Elayan O. N.","year":"2021","journal-title":"Procedia Comput. Sci."},{"key":"S0218126623501918BIB026","first-page":"1","author":"Zhou Z.","year":"2022","journal-title":"IEEE Trans. Dependable Secure Comput."},{"issue":"4","key":"S0218126623501918BIB027","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1109\/MNET.003.2100672","volume":"36","author":"Yang L.","year":"2022","journal-title":"IEEE Netw."},{"issue":"6","key":"S0218126623501918BIB028","doi-asserted-by":"crossref","first-page":"4864","DOI":"10.1109\/TAES.2022.3199191","volume":"58","author":"Chen","year":"2022","journal-title":"IEEE Trans. Aerosp. Electron. Syst."},{"issue":"8","key":"S0218126623501918BIB029","first-page":"1","volume":"14","author":"Zhao L.","year":"2022","journal-title":"IEEE Trans. Mob. Comput."}],"container-title":["Journal of Circuits, Systems and Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218126623501918","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,8]],"date-time":"2023-07-08T07:33:00Z","timestamp":1688801580000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218126623501918"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,28]]},"references-count":27,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2023,7,30]]}},"alternative-id":["10.1142\/S0218126623501918"],"URL":"https:\/\/doi.org\/10.1142\/s0218126623501918","relation":{},"ISSN":["0218-1266","1793-6454"],"issn-type":[{"type":"print","value":"0218-1266"},{"type":"electronic","value":"1793-6454"}],"subject":[],"published":{"date-parts":[[2023,1,28]]},"article-number":"2350191"}}