{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T21:15:08Z","timestamp":1780607708620,"version":"3.54.1"},"publisher-location":"Singapore","reference-count":30,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819759361","type":"print"},{"value":"9789819759378","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-981-97-5937-8_2","type":"book-chapter","created":{"date-parts":[[2024,8,12]],"date-time":"2024-08-12T08:02:36Z","timestamp":1723449756000},"page":"15-26","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Efficient Deep Learning Method for\u00a0Detection of\u00a0Malware Attacks in\u00a0Internet of\u00a0Things Networks"],"prefix":"10.1007","author":[{"given":"Ikbel","family":"Haouas","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mouna","family":"Attia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lazhar","family":"Hamel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohamed","family":"Graiet","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Walid","family":"Gaaloul","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,8,13]]},"reference":[{"key":"2_CR1","series-title":"Risk, Systems and Decisions","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1007\/978-3-319-77492-3_7","volume-title":"Cyber Resilience of Systems and Networks","author":"I Kotenko","year":"2019","unstructured":"Kotenko, I., Saenko, I., Lauta, O.: Modeling the impact of cyber attacks. In: Kott, A., Linkov, I. (eds.) Cyber Resilience of Systems and Networks. RSD, pp. 135\u2013169. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-319-77492-3_7"},{"key":"2_CR2","doi-asserted-by":"publisher","first-page":"21159","DOI":"10.1109\/ACCESS.2020.2968948","volume":"8","author":"KA Awan","year":"2020","unstructured":"Awan, K.A., Din, I.U., Almogren, A., Guizani, M., Khan, S.: StabTrust-a stable and centralized trust-based clustering mechanism for IoT enabled vehicular ad-hoc networks. IEEE Access 8, 21159\u201321177 (2020)","journal-title":"IEEE Access"},{"key":"2_CR3","first-page":"211","volume-title":"Internet of Things From Hype to Reality: The Road to Digitization","author":"M Dabbagh","year":"2019","unstructured":"Dabbagh, M., Rayes, A.: Internet of things security and privacy. In: Rayes, A., Salam, S. (eds.) Internet of Things From Hype to Reality: The Road to Digitization, pp. 211\u2013238. Springer, Cham (2019)"},{"key":"2_CR4","doi-asserted-by":"publisher","first-page":"87936","DOI":"10.1109\/ACCESS.2021.3089586","volume":"9","author":"\u00d6 Aslan","year":"2021","unstructured":"Aslan, \u00d6., Yilmaz, A.A.: A new malware classification framework based on deep learning algorithms. IEEE Access 9, 87936\u201387951 (2021)","journal-title":"IEEE Access"},{"key":"2_CR5","doi-asserted-by":"crossref","unstructured":"Lecun, Y.: Deep learning, a revolution in artificial intelligence. The letter from the Coll\u00e8ge de France, vol. 41, p. 13 (2016)","DOI":"10.4000\/lettre-cdf.3227"},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Hosseini-Asl, E., Keynton, R., El-Baz, A.: Alzheimer\u2019s disease diagnostics by adaptation of 3D convolutional network (2016)","DOI":"10.1109\/ICIP.2016.7532332"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"Kalash, M., Rochan, M., Mohammed, N., Bruce, N.D.B., Wang, Y., Iqbal, F.: Malware Classification with Deep Convolutional Neural Networks. IEEE (2018)","DOI":"10.1109\/NTMS.2018.8328749"},{"key":"2_CR8","unstructured":"Ebrahimi, M., Zhang, N., Hu, J., Raza, M.T., Chen, H.: Binary Black-box Evasion Attacks Against Deep Learning-based Static Malware Detectors with Adversarial Byte-Level Language Model (2020)"},{"key":"2_CR9","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2022.100529","volume":"47","author":"M Gopinath","year":"2023","unstructured":"Gopinath, M., Sethuraman, S.C.: A comprehensive survey on deep learning based malware detection techniques. Comput. Sci. Rev. 47, 100529 (2023). https:\/\/doi.org\/10.1016\/j.cosrev.2022.100529","journal-title":"Comput. Sci. Rev."},{"key":"2_CR10","doi-asserted-by":"publisher","first-page":"56","DOI":"10.4236\/jis.2014.52006","volume":"5","author":"E Gandotra","year":"2014","unstructured":"Gandotra, E., Bansal, D., Sofat, S.: Malware analysis and classification: a survey. J. Inf. Secur. 5, 56\u201364 (2014). https:\/\/doi.org\/10.4236\/jis.2014.52006","journal-title":"J. Inf. Secur."},{"key":"2_CR11","doi-asserted-by":"publisher","unstructured":"Alsmadi, T., Alqudah, N.: A survey on malware detection techniques. In: 2021 International Conference on Information Technology (ICIT). IEEE (2021). https:\/\/doi.org\/10.1109\/ICIT52682.2021.9491765","DOI":"10.1109\/ICIT52682.2021.9491765"},{"key":"2_CR12","doi-asserted-by":"crossref","unstructured":"Pachhala, N., Jothilakshmi, S., Battula, B.P.: A comprehensive survey on identification of malware types and malware classification using machine learning techniques. In: 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC). IEEE (2021)","DOI":"10.1109\/ICOSEC51865.2021.9591763"},{"key":"2_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13673-018-0125-x","volume":"8","author":"A Souri","year":"2018","unstructured":"Souri, A., Hosseini, R.: A state-of-the-art survey of malware detection approaches using data mining techniques. Hum.-Centric Comput. Inf. Sci. 8, 1\u201322 (2018)","journal-title":"Hum.-Centric Comput. Inf. Sci."},{"issue":"4","key":"2_CR14","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1016\/j.icte.2020.04.005","volume":"6","author":"Q-D Ngo","year":"2020","unstructured":"Ngo, Q.-D., Nguyen, H.-T., Le, V.-H., Nguyen, D.-H.: A survey of IoT malware and detection methods based on static features. ICT Exp. 6(4), 280\u2013286 (2020)","journal-title":"ICT Exp."},{"key":"2_CR15","doi-asserted-by":"publisher","first-page":"583","DOI":"10.1631\/FITEE.1601745","volume":"19","author":"B Yu","year":"2018","unstructured":"Yu, B., Fang, Y., Yang, Q., Tang, Y., Liu, L.: A survey of malware behavior description and analysis. Front. Inf. Technol. Electron. Eng. 19, 583\u2013603 (2018)","journal-title":"Front. Inf. Technol. Electron. Eng."},{"issue":"2","key":"2_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3610223","volume":"56","author":"A Amira","year":"2023","unstructured":"Amira, A., Derhab, A., Karbab, E.B., Nouali, O.: A survey of malware analysis using community detection algorithms. ACM Comput. Surv. 56(2), 1\u201329 (2023). https:\/\/doi.org\/10.1145\/3610223","journal-title":"ACM Comput. Surv."},{"key":"2_CR17","doi-asserted-by":"publisher","unstructured":"Sahin, M., Bahtiyar, S.: A survey on malware detection with deep learning. In: SIN 2020: 13th International Conference on Security of Information and Networks, 34 p, pp. 1\u20136. ACM (2021). https:\/\/doi.org\/10.1145\/3433174.3433609","DOI":"10.1145\/3433174.3433609"},{"key":"2_CR18","doi-asserted-by":"publisher","unstructured":"Q Wu, X Zhu, B Liu: A survey of android malware static detection technology based on machine learning. Mob. Inf. Syst. 2021, Article ID 8896013 (2021). https:\/\/doi.org\/10.1155\/2021\/8896013","DOI":"10.1155\/2021\/8896013"},{"key":"2_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2020.107233","volume":"174","author":"K Hofer-Schmitz","year":"2020","unstructured":"Hofer-Schmitz, K., Stojanovic, B.: Towards formal verification of IoT protocols: a review. Comput. Netw. 174, 107233 (2020)","journal-title":"Comput. Netw."},{"issue":"2022","key":"2_CR20","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1016\/j.jpdc.2022.01.015","volume":"162","author":"U Farooq","year":"2022","unstructured":"Farooq, U., Tariq, N., Asim, M., Baker, T., Al-Shamma\u2019a, A.: Machine learning and the internet of things security: solutions and open challenges. J. Parallel Distrib. Comput. 162(2022), 89\u2013104 (2022)","journal-title":"J. Parallel Distrib. Comput."},{"issue":"3","key":"2_CR21","first-page":"1","volume":"53","author":"N Waheed","year":"2020","unstructured":"Waheed, N., He, X., Ikram, M., Usman, M., Hashmi, S.S., Usman, M.: Security and privacy in IoT using machine learning and blockchain: threats and countermeasures. ACM Comput. Surv. 53(3), 1\u201337 (2020)","journal-title":"ACM Comput. Surv."},{"issue":"3","key":"2_CR22","doi-asserted-by":"publisher","first-page":"1646","DOI":"10.1109\/COMST.2020.2988293","volume":"22","author":"MA Al-Garadi","year":"2020","unstructured":"Al-Garadi, M.A., Mohamed, A., Al-Ali, A., Du, X., Ali, I., Guizani, M.: A survey of machine and deep learning methods for internet of things (IoT) security. IEEE Commun. Surv. Tutor. 22(3), 1646\u20131685 (2020)","journal-title":"IEEE Commun. Surv. Tutor."},{"issue":"1","key":"2_CR23","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1109\/TST.2016.7399288","volume":"21","author":"Z Yuan","year":"2016","unstructured":"Yuan, Z., Yongqiang, L., Xue, Y.: Droiddetector: android malware characterization and detection using deep learning. Tsinghua Sci. Technol. 21(1), 114\u2013123 (2016)","journal-title":"Tsinghua Sci. Technol."},{"key":"2_CR24","doi-asserted-by":"crossref","unstructured":"Wen, L., Yu, H.: An Android malware detection system based on machine learning (2017)","DOI":"10.1063\/1.4992953"},{"issue":"9","key":"2_CR25","doi-asserted-by":"publisher","first-page":"1306","DOI":"10.3844\/jcssp.2020.1306.1318","volume":"16","author":"FS Ahmed","year":"2020","unstructured":"Ahmed, F.S., Mustapha, N., Mustapha, A., Kakavand, M., Foozy, C.F.M.: Preliminary analysis of malware detection in opcode sequences within IoT environment. J. Comput. Sci. 16(9), 1306\u20131318 (2020)","journal-title":"J. Comput. Sci."},{"issue":"2","key":"2_CR26","first-page":"5","volume":"3","author":"MM Mijwil","year":"2020","unstructured":"Mijwil, M.M.: Malware detection in android OS using machine learning techniques. Data Sci. Appl. 3(2), 5\u20139 (2020)","journal-title":"Data Sci. Appl."},{"key":"2_CR27","unstructured":"Afsana, Abdulhayan, S.: A review on multimodal deep learning method for android malware detection. Int. J. Sci. Dev. Res. (IJSDR) 4(5), 84\u201385 (2019)"},{"key":"2_CR28","doi-asserted-by":"publisher","first-page":"1751","DOI":"10.1108\/EC-02-2020-0107","volume":"38","author":"B Alhayani","year":"2020","unstructured":"Alhayani, B., Abdallah, A.A.: Manufacturing intelligent Corvus corone module for a secured two way image transmission under WSN. Eng. Comput. 38, 1751\u20131788 (2020). https:\/\/doi.org\/10.1108\/EC-02-2020-0107","journal-title":"Eng. Comput."},{"key":"2_CR29","doi-asserted-by":"publisher","first-page":"2678","DOI":"10.1016\/j.matpr.2021.07.012","volume":"80","author":"A-AM Majid","year":"2023","unstructured":"Majid, A.-A.M., Alshaibi, A.J., Kostyuchenko, E., Shelupanov, A.: A review of artificial intelligence based malware detection using deep learning. Mater. Today Proc. 80, 2678\u20132683 (2023)","journal-title":"Mater. Today Proc."},{"key":"2_CR30","unstructured":"https:\/\/www.unb.ca\/cic\/datasets\/andmal2017.html"}],"container-title":["Communications in Computer and Information Science","Recent Challenges in Intelligent Information and Database Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-97-5937-8_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,12]],"date-time":"2024-08-12T08:07:12Z","timestamp":1723450032000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-97-5937-8_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9789819759361","9789819759378"],"references-count":30,"URL":"https:\/\/doi.org\/10.1007\/978-981-97-5937-8_2","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"13 August 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACIIDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asian Conference on Intelligent Information and Database Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Ras Al Khaimah","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Arab Emirates","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 April 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 April 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aciids2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/aciids.pwr.edu.pl\/2024\/index.php#about","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}