{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T01:33:39Z","timestamp":1777685619384,"version":"3.51.4"},"reference-count":38,"publisher":"SAGE Publications","issue":"3-4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["HIS"],"published-print":{"date-parts":[[2017,2,21]]},"DOI":"10.3233\/his-170236","type":"journal-article","created":{"date-parts":[[2017,2,24]],"date-time":"2017-02-24T10:22:36Z","timestamp":1487931756000},"page":"195-206","source":"Crossref","is-referenced-by-count":0,"title":["Intelligent generation of fuzzy rules for network firewalls based on the analysis of large-scale network traffic dumps"],"prefix":"10.1177","volume":"13","author":[{"given":"Andrii","family":"Shalaginov","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katrin","family":"Franke","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"1","key":"10.3233\/HIS-170236_ref1","first-page":"55","article-title":"Review of soft computing in malware detection","volume":"1","author":"Singh","year":"2011","journal-title":"Special Issues on IP Multimedia Communications"},{"key":"10.3233\/HIS-170236_ref2","unstructured":"Shanmugavadivu R. and Nagarajan N., Network intrusion detection system using fuzzy logic, Indian Journal of Computer Science and Engineering (2011)."},{"key":"10.3233\/HIS-170236_ref3","first-page":"1997","volume-title":"Fuzzy Engineering","author":"Kosko"},{"key":"10.3233\/HIS-170236_ref4","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1007\/978-3-319-19222-2_46","article-title":"A new method for an optimal som size determination in neuro-fuzzy for the digital forensics applications","author":"Shalaginov","year":"2015","journal-title":"Advances in Computational Intelligence"},{"issue":"4","key":"10.3233\/HIS-170236_ref5","doi-asserted-by":"crossref","first-page":"542","DOI":"10.1109\/3477.517030","article-title":"Fuzzy function approximation with ellipsoidal rules","volume":"26","author":"Dickerson","year":"1996","journal-title":"Trans Sys Man Cyber Part B"},{"key":"10.3233\/HIS-170236_ref6","unstructured":"Alahakoon D., Halgamuge S. and Srinivasan B., A self-growing cluster development approach to data mining, in: Systems, Man, and Cybernetics, 1998 IEEE International Conference on 3 (1998), 2901-2906."},{"issue":"3","key":"10.3233\/HIS-170236_ref7","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1109\/72.846731","article-title":"Clustering of the self-organizing map","volume":"11","author":"Vesanto","year":"2000","journal-title":"Neural Networks, IEEE Transactions on"},{"issue":"4","key":"10.3233\/HIS-170236_ref8","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1145\/382912.382923","article-title":"Testing intrusion detection systems: A critique of the 1998 and 1999 darpa intrusion detection system evaluations as performed by lincoln laboratory","volume":"3","author":"Mchugh","year":"2000","journal-title":"ACM Trans Inf Syst Secur"},{"key":"10.3233\/HIS-170236_ref9","first-page":"1","article-title":"A detailed analysis of the kdd cup 99 data set","author":"Tavallaee","year":"2009","journal-title":"Computational Intelligence for Security and Defense Applications, 2009 CISDA 2009 IEEE Symposium on"},{"key":"10.3233\/HIS-170236_ref11","unstructured":"Gallagher B. and Eliassi-Rad T., Classification of http attacks: A study on the ecml\/pkdd 2007 discovery challenge, in: Center for Advanced Signal and Image Sciences (CASIS) Workshop, (2008)."},{"key":"10.3233\/HIS-170236_ref12","doi-asserted-by":"crossref","unstructured":"Singh H., Performance analysis of unsupervised machine learning techniques for network traffic classification, in: Advanced Computing Communication Technologies (ACCT), 2015 Fifth International Conference on, (Feb 2015), 401-404.","DOI":"10.1109\/ACCT.2015.54"},{"key":"10.3233\/HIS-170236_ref13","doi-asserted-by":"crossref","unstructured":"Makiou A., Begriche Y. and Serhrouchni A., Hybrid approach to detect sqli attacks and evasion techniques, in: Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), 2014 International Conference on, (Oct 2014), 452-456.","DOI":"10.4108\/icst.collaboratecom.2014.257568"},{"key":"10.3233\/HIS-170236_ref14","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1109\/ITechA.2015.7317397","article-title":"On the usefulness of machine learning techniques in collaborative anomaly detection","author":"Senel-Kleine","year":"2015","journal-title":"Internet Technologies and Applications (ITA), 2015"},{"key":"10.3233\/HIS-170236_ref15","doi-asserted-by":"crossref","unstructured":"Zhao S., Chandrashekar M., Lee Y. and Medhi D., Real-time network anomaly detection system using machine learning, in: Design of Reliable Communication Networks (DRCN), 2015 11th International Conference on the, (March 2015), 267-270.","DOI":"10.1109\/DRCN.2015.7149025"},{"key":"10.3233\/HIS-170236_ref16","doi-asserted-by":"crossref","first-page":"458","DOI":"10.1109\/INM.2015.7140323","article-title":"Iterative-tuning support vector machine for network traffic classification","author":"Hong","year":"2015","journal-title":"Integrated Network Management (IM), 2015 IFIP\/IEEE International Symposium on"},{"key":"10.3233\/HIS-170236_ref17","unstructured":"Singh J. and Nene M.J., A survey on machine learning techniques for intrusion detection systems, International Journal of Advanced Research in Computer and Communication Engineering 2(11) (2013)."},{"key":"10.3233\/HIS-170236_ref19","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1007\/978-3-540-78761-7_6","article-title":"A comparative study of fuzzy inference systems, neural networks and adaptive neuro fuzzy inference systems for portscan detection","author":"Shafiq","year":"2008","journal-title":"Applications of Evolutionary Computing"},{"key":"10.3233\/HIS-170236_ref20","doi-asserted-by":"crossref","unstructured":"Aguiar H., Junior O. and Machado M.A.S., Fuzzy firewalls, Revista Eletr\u00f4nica de Sistemas de Informa\u00e7\u00e3o, ISSN 1677-3071 doi: 105329\/RESI 5(2) (2006).","DOI":"10.21529\/RESI.2006.0502009"},{"key":"10.3233\/HIS-170236_ref21","doi-asserted-by":"crossref","unstructured":"Nguyen L.A.T. and Nguyen H.K., Phishing identification: An efficient neuro-fuzzy model without using rule sets, in: Control Conference (ASCC), 2015 10th Asian, (May 2015), 1-6.","DOI":"10.1109\/ASCC.2015.7244631"},{"key":"10.3233\/HIS-170236_ref22","first-page":"889","article-title":"Anomaly detection using neuro fuzzy system","volume":"49","author":"Amiri","year":"2009","journal-title":"World Acad Sci Eng Technol"},{"key":"10.3233\/HIS-170236_ref23","unstructured":"Castellano G., Fanelli A.M. and Mencar C., Discovering interpretable classification rules from neural processed data, Workshop AI*IA 2002 (2002)."},{"issue":"20","key":"10.3233\/HIS-170236_ref24","doi-asserted-by":"crossref","first-page":"4340","DOI":"10.1016\/j.ins.2011.02.021","article-title":"Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures","volume":"181","author":"Gacto","year":"2011","journal-title":"Information Sciences"},{"key":"10.3233\/HIS-170236_ref25","doi-asserted-by":"crossref","unstructured":"Shalaginov A. and Franke K., A new method of fuzzy patches construction in neuro-fuzzy for malware detection, in: IFSA-EUSFLAT, Atlantis Press, 2015.","DOI":"10.2991\/ifsa-eusflat-15.2015.27"},{"key":"10.3233\/HIS-170236_ref26","volume-title":"Basic Business Statistics, 11\/E","author":"Mark","year":"2009"},{"key":"10.3233\/HIS-170236_ref27","volume-title":"Fuzzy Logic with Engineering Applications","author":"Ross","year":"2009"},{"issue":"2","key":"10.3233\/HIS-170236_ref28","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1109\/91.388171","article-title":"Fuzzy basis functions: Comparisons with other basis functions","volume":"3","author":"Kim","year":"1995","journal-title":"Fuzzy Systems, IEEE Transactions on"},{"key":"10.3233\/HIS-170236_ref29","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-7908-1824-6","volume-title":"Fuzzy Modeling and Control","author":"Piegat","year":"2001"},{"key":"10.3233\/HIS-170236_ref30","volume-title":"Contrast Data Mining: Concepts, Algorithms, and Applications","author":"Dong","year":"2012"},{"issue":"9","key":"10.3233\/HIS-170236_ref31","doi-asserted-by":"crossref","first-page":"1090","DOI":"10.1093\/bioinformatics\/btg038","article-title":"Bagging to improve the accuracy of a clustering procedure","volume":"19","author":"Dudoit","year":"2003","journal-title":"Bioinformatics"},{"key":"10.3233\/HIS-170236_ref32","doi-asserted-by":"crossref","unstructured":"Shalaginov A. and Franke K., Automated generation of fuzzy rules from large-scale network traffic analysis in digital forensics investigations, in: 7th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2015), IEEE (2015).","DOI":"10.1109\/SOCPAR.2015.7492778"},{"key":"10.3233\/HIS-170236_ref33","unstructured":"Woodall S., Firewall design principles, Computer Networks and Computer Security Coursework Paper, North Carolina State University, USA (2004)."},{"key":"10.3233\/HIS-170236_ref35","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1145\/380995.381030","article-title":"The uci kdd archive of large data sets for data mining research and experimentation","volume":"2","author":"Bay","year":"2000","journal-title":"SIGKDD Explorations"},{"key":"10.3233\/HIS-170236_ref36","doi-asserted-by":"crossref","unstructured":"Nguyen H., Franke K. and Petrovic S., Improving effectiveness of intrusion detection by correlation feature selection, in: Availability, Reliability, and Security, 2010 ARES'10 International Conference on, IEEE (2010), 17-24.","DOI":"10.1109\/ARES.2010.70"},{"key":"10.3233\/HIS-170236_ref37","doi-asserted-by":"crossref","unstructured":"Boost C++ libraries, http:\/\/www.boost.org\/, accessed: 16.12. 2015.","DOI":"10.1038\/ni.3073"},{"key":"10.3233\/HIS-170236_ref38","unstructured":"Eigen - a C++ template library for linear algebra: Matrices, vectors, numerical solvers, and related algorithms, http:\/\/eigen.tuxfamily.org, accessed: 16.12.2015."},{"key":"10.3233\/HIS-170236_ref39","unstructured":"Weka 3: Data mining software in java, http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/, accessed: 15.12. 2015."},{"key":"10.3233\/HIS-170236_ref40","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1007\/11011620_13","article-title":"Soft computing models for network intrusion detection systems","author":"Abraham","year":"2005","journal-title":"Classification and Clustering for Knowledge Discovery"},{"key":"10.3233\/HIS-170236_ref41","doi-asserted-by":"crossref","DOI":"10.1533\/9780857099440","volume-title":"Machine Learning and Data Mining: Introduction to Principles and Algorithms","author":"Kononenko","year":"2007"}],"container-title":["International Journal of Hybrid Intelligent Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/HIS-170236","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T08:52:39Z","timestamp":1777452759000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/HIS-170236"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,2,21]]},"references-count":38,"journal-issue":{"issue":"3-4"},"URL":"https:\/\/doi.org\/10.3233\/his-170236","relation":{},"ISSN":["1448-5869","1875-8819"],"issn-type":[{"value":"1448-5869","type":"print"},{"value":"1875-8819","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,2,21]]}}}