{"id":2625,"date":"2019-10-21T12:16:22","date_gmt":"2019-10-21T12:16:22","guid":{"rendered":"http:\/\/tutorsindia.com\/academy\/?p=2625"},"modified":"2022-12-16T09:45:25","modified_gmt":"2022-12-16T09:45:25","slug":"tips-for-developing-intrusion-detection-system-and-significance-of-machine-learning-technique-in-a-cloud-platform","status":"publish","type":"post","link":"https:\/\/www.tutorsindia.com\/academy\/engineering-and-techology\/tips-for-developing-intrusion-detection-system-and-significance-of-machine-learning-technique-in-a-cloud-platform\/","title":{"rendered":"Tips For Developing Intrusion Detection System And Significance Of Machine Learning Technique In A Cloud Platform"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"> Tips For Developing Intrusion Detection System And Significance Of Machine Learning Technique In A Cloud Platform <\/h2>\n\n\n\n<h4 class=\"wp-block-heading\"> <strong><em>Best UK Dissertation Research Topics from Existing Recent Research Gaps in Computer Science Engineering Domain<\/em><\/strong> <\/h4>\n\n\n\n<h2 class=\"wp-block-heading\"> <strong>In brief (Highlights)<\/strong> <\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>There is a possibility to minimize the security errors and develop a secure cloud model using machine learning<\/li><li>Development of intrusion detection system using ML algorithm in a cloud platform is discussed.<\/li><li>Download our cloud security and machine learning&nbsp;<a href=\"https:\/\/tutorsindia.com\/academy\/\">Reference book<\/a>&nbsp;papers such as tutorials, proprietary materials, research projects and many more @ tutorsindia.com\/academy\/books<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> Introduction <\/h2>\n\n\n\n<p>The <a href=\"https:\/\/www.tutorsindia.com\/our-services\/development\/programming\/\">Machine\nLearning (ML) technique<\/a> is used for analysing and extracting useful\ninformation from the database (Suthaharan, 2014). At present day, the adoption of ML techniques\nin intrusion detection system (IDS) has been looked into broadly because of its\ncapability to give promising answers for automating detection of abnormal\ntraffic patterns or attacks in a real-time network (Buczak &amp; Guven, 2016), (Sommer &amp; Paxson, 2010). <a href=\"https:\/\/www.tutorsindia.com\/our-services\/development\/programming\/\">Tutors\nIndia<\/a> develop ML algorithms using <a href=\"https:\/\/www.tutorsindia.com\/our-services\/development\/online-tutoring-services\/\">Python,\nHadoop<\/a> framework and many more to booth secure access control in <a href=\"https:\/\/www.tutorsindia.com\/our-services\/publication-support\/computer-science-engineering-cse-and-it\/\">cloud computing<\/a> platforms. Hiring\nour experts, you are assured with quality and on-time delivery. <\/p>\n\n\n\n<p>In\nthis regards, it is essential to comprehend the importance and purposes for\nintrusion detection results that are delivered by ML models(Sommer &amp; Paxson, 2010). Misclassification is a\ntypical issue in ML and a general absence of understanding into why such\nmisclassification happens blocks the advancement and improvement of ML models. While\nnumerous investigations concentrating on the utilization of ML in IDS have\nintroduced improved outcomes when contrasting and different procedures, there\nisn&#8217;t a lot of importance on understanding the purposes behind the lower\nmisclassification rates or improved outcomes (Lin, Ke, &amp; Tsai, 2015; Moustafa, Slay, &amp; Creech, 2017; Wang, Hao,\nMa, &amp; Huang, 2010). All things considered, the hidden explanations\nbehind poor performance in the discovery of certain attack classifications are\nnot generally clarified and can&#8217;t be seen obviously or naturally. Without a\nfathomable way to deal with breaking down the poor performance, the improvement\nof ML models more often than not depends on an experimentation procedure\nbecause of the mind-boggling nature of ML principles (Liu, Wang, Liu, &amp; Zhu, 2017). All the more explicitly, ML models\nperformance depends upon the qualities of testing and training datasets. Henceforth,\na natural and logical investigation of such datasets can encourage the\ncomprehension of ML recognition results(Zong, Chow, &amp; Susilo, 2019).<strong> Hire\nTutors India experts to develop your <\/strong><a href=\"https:\/\/www.tutorsindia.com\/our-services\/development\/coding-and-algorithm\/\"><strong>algorithm\nand coding implementation<\/strong><\/a><strong> for your Computer Science\ndissertation Services.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Short note on Intrusion Detection System (IDS) <\/h2>\n\n\n\n<p>An Intrusion Detection System (IDS) is a security tool which monitors and captures the scans the system \/ network, system logs and\/or traffic for suspicious activities network. Furthermore, it alerts the system or cloud administrator about the network attacks (Mishra, Pilli, Varadharajan, &amp; Tupakula, 2017). Based on the implementation of IDS system, it has been classified into four types namely, network-based IDS (NIDS), host-based IDS (HIDS), Distributed intrusion detection system (DIDS) and hypervisor-based IDS (HY-IDS)(Mishra et al., 2017; Modi et al., 2013). The pictorial representation of IDS shown in figure 1.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/www.tutorsindia.com\/blog\/wp-content\/uploads\/2019\/10\/2.jpg\" alt=\"\" class=\"wp-image-2087\"><figcaption> <em>Figure 1<\/em> Overview of intrusion detection system <\/figcaption><\/figure><\/div>\n\n\n\n<p>In order to detect malicious activity like port scans, DoS\nattacks, even attempts toward crack into computers whereas NIDS monitors\nnetwork traffic. For detecting network intrusion, the collected data from\nnetwork is related with the well-known attacks. Furthermore, to detect the\nnetwork intruders, NIDS is a stronger detection mechanism via relating already\nobserved behaviour with current behaviour in real-time application. In\naddition, NIDS detects intrusion activity and monitors the transport and IP\nlayer headers of individual packet. It utilizes the anomaly and signature-based\nintrusion detection methods. But inside the host machines, the NIDS has very\nlimited visibility. Once the network traffic data gets encoded, there is no\nefficient way to decode the traffic for analysis.<strong> Hire Tutors\nIndia experts to develop your <\/strong><a href=\"https:\/\/www.tutorsindia.com\/our-services\/development\/coding-and-algorithm\/\"><strong>algorithm\nand coding implementation<\/strong><\/a><strong> <\/strong><strong>to\nefficiently reduce network traffic for your Computer Science <\/strong><a href=\"https:\/\/www.tutorsindia.com\/our-services\/masters-dissertation-writing-services\/full-dissertation\/\"><strong>dissertation\nServices.<\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Host-based intrusion detection systems (HIDS) <\/h2>\n\n\n\n<p>The host-based IDS analyse and monitor the data which has\nbeen gathered from particular host machine. By collecting data from network\nevents, file system and system calls, the HIDS detect intrusion of specific\nmachine. Also, perceives changes happen in the host file system, host kernel\nand program behaviour. It reports the presence of network attack upon detection\nof deviation from expected performance\/behaviour. In order to monitor the\nefficiency of HIDS, it depends on the selected system features. <\/p>\n\n\n\n<figure class=\"wp-block-video\"><video autoplay controls muted src=\"https:\/\/tutorsindia.com\/academy\/wp-content\/uploads\/2019\/11\/Animated-video-13.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"> Distributed intrusion detection system (DIDS) <\/h2>\n\n\n\n<p>A DIDS comprises the different IDS, for instance, NIDS and\nHIDS where it enables network monitoring or communicates with each other over a\nlarge network. Initially, intrusion detection mechanism gathers the details\nabout system data then convert into a consistent form to be conceded to central\nanalyser (CA). Here the term, CA is a machine which collects and analyse the\ndata from multiple IDS. For further analysis process, the hybrid combination of\nsignature and anomaly-based detection approach were used. The distributed IDS\nare used to detect both unknown and known attacks. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Hypervisor based IDS (HY-IDS) <\/h2>\n\n\n\n<p>Hypervisor is a platform to run VMs HY-IDS is running at the\nhypervisor layer. It permits user toward analysing and monitor the communications\namongst VMs, within the hypervisor-based virtual network and hypervisor and VM\nbased network. In addition, data availability is one of the benefits of HY-IDS.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Recommendation  <\/h2>\n\n\n\n<p> From the above description, the following recommendation will give effective performance over the cloud network.  <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>To explore IDS based on Deep Neural Network will give better with respect to search space, intrusion detection and prevention of network traffic information. <\/li><li>The simulated annealing based optimization method will be applicable to select the best set of values of parameters that involves in the building of IDS. It may avoid the error as well as manual tuning of parameters. <\/li><li>To detect intrusions within encrypted packets by incorporating machine learning technique with meta-heuristic algorithms like artificial bee colony (ABC), particle swarm optimization, crow search algorithm, ant colony optimization (ACO) <\/li><li>Also needs to improve the prediction performance with respect to expected intensity, type of attack or target parameters by using deep learning methods. <\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> Summary <\/h3>\n\n\n\n<p> This section has discussed the importance of machine learning technique and detection of network traffic over the cloud environment. Also, we have recommended a solution for an effective model for both detection of known and unknown network traffic and prevention model of cloud resource over the network.&nbsp;  <\/p>\n\n\n\n<html>\n<head>\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\n<\/head>\n<body>\n<button class=\"accordions\"><h4 style=\"color:#c92228\"> References   <i class=\"fa fa-hand-o-down\" style=\"color:black\"><\/i><\/h4> <\/button>\n<div class=\"panels\">\n  <p ><ol>\n<li>Buczak, A., &#038; Guven, E. (2016). A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection. IEEE Communications Surveys &#038; Tutorials, 18(2), 1153\u20131176. https:\/\/doi.org\/10.1109\/COMST.2015.2494502 <\/li>\n<li>Lin, W.-C., Ke, S.-W., &#038; Tsai, C.-F. (2015). CANN: An intrusion detection system based on combining cluster centers and nearest neighbors. Knowledge-Based Systems, 78, 13\u201321. https:\/\/doi.org\/10.1016\/j.knosys.2015.01.009 <\/li>\n<li> Liu, S., Wang, X., Liu, M., &#038; Zhu, J. (2017). Towards better analysis of machine learning models: A visual analytics perspective. Visual Informatics, 1(1), 48\u201356. https:\/\/doi.org\/10.1016\/j.visinf.2017.01.006<\/li>\n<li>Mishra, P., Pilli, E. S., Varadharajan, V., &#038; Tupakula, U. (2017). Intrusion detection techniques in cloud environment: A survey. Journal of Network and Computer Applications, 77, 18\u201347. https:\/\/doi.org\/10.1016\/j.jnca.2016.10.015 <\/li>\n<li>Modi, C., Patel, D., Borisaniya, B., Patel, H., Patel, A., &#038; Rajarajan, M. (2013). A survey of intrusion detection techniques in Cloud. Journal of Network and Computer Applications, 36(1), 42\u201357. https:\/\/doi.org\/10.1016\/j.jnca.2012.05.003 <\/li>\n<li>Moustafa, N., Slay, J., &#038; Creech, G. (2017). Novel Geometric Area Analysis Technique for Anomaly Detection using Trapezoidal Area Estimation on Large-Scale Networks. IEEE Transactions on Big Data, 1\u20131. https:\/\/doi.org\/10.1109\/TBDATA.2017.2715166 <\/li>\n<li> Sommer, R., &#038; Paxson, V. (2010). Outside the Closed World: On Using Machine Learning for Network Intrusion Detection. In 2010 IEEE Symposium on Security and Privacy (pp. 305\u2013316). IEEE. https:\/\/doi.org\/10.1109\/SP.2010.25<\/li>\n<li>Suthaharan, S. (2014). Big data classification. ACM SIGMETRICS Performance Evaluation Review, 41(4), 70\u201373. https:\/\/doi.org\/10.1145\/2627534.2627557 <\/li>\n<li> Wang, G., Hao, J., Ma, J., &#038; Huang, L. (2010). A new approach to intrusion detection using Artificial Neural Networks and fuzzy clustering. Expert Systems with Applications, 37(9), 6225\u20136232. https:\/\/doi.org\/10.1016\/j.eswa.2010.02.102<\/li>\n<li> Zong, W., Chow, Y.-W., &#038; Susilo, W. (2019). Interactive three-dimensional visualization of network intrusion detection data for machine learning. Future Generation Computer Systems, 102, 292\u2013306. https:\/\/doi.org\/10.1016\/j.future.2019.07.045<\/li>\n\n<\/ol><\/p>\n<\/div>\n<\/body>\n<\/html>\n[wce_code id=1]\n","protected":false},"excerpt":{"rendered":"<p>Tips For Developing Intrusion Detection System And Significance Of Machine Learning Technique In A Cloud Platform Best UK Dissertation Research [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":2878,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[147],"tags":[],"class_list":["post-2625","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-engineering-and-techology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tips For Developing Intrusion Detection System And Significance Of Machine Learning Technique In A Cloud Platform - Recent-Research 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