{"id":288,"date":"2024-01-04T12:04:00","date_gmt":"2024-01-04T12:04:00","guid":{"rendered":"https:\/\/vis-malai.cs.universityofgalway.ie\/index.php\/2020\/08\/31\/design-thinking-building-a-design-system-for-an-existing-product\/"},"modified":"2024-11-20T10:40:12","modified_gmt":"2024-11-20T10:40:12","slug":"dynamic-malware-classification-and-api-categorisation-of-windows-portable-executable-files-using-machine-learning","status":"publish","type":"post","link":"https:\/\/vis-malai.cs.universityofgalway.ie\/index.php\/2024\/01\/04\/dynamic-malware-classification-and-api-categorisation-of-windows-portable-executable-files-using-machine-learning\/","title":{"rendered":"Dynamic Malware Classification and API Categorisation of Windows Portable Executable Files Using Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"288\" class=\"elementor elementor-288\" data-elementor-settings=\"{&quot;element_pack_global_tooltip_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3904a899 e-flex e-con-boxed e-con e-parent\" data-id=\"3904a899\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c2c574e elementor-widget elementor-widget-text-editor\" data-id=\"1c2c574e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\n<p>The research paper titled <strong>&#8220;<a href=\"https:\/\/www.mdpi.com\/2076-3417\/14\/3\/1015\">Dynamic Malware Classification and API Categorisation of Windows Portable Executable Files Using Machine Learning<\/a>&#8220;<\/strong> has been successfully published in the highly regarded MDPI journal, marking a significant milestone in the field of cybersecurity and machine learning.<\/p>\n\n<p>This groundbreaking study delves into the dynamic analysis of malware, focusing on the classification of Windows Portable Executable (PE) files by leveraging machine learning algorithms. The research introduces a novel approach to categorising Application Programming Interfaces (APIs), which play a crucial role in the behaviour and execution of malicious software. By utilizing dynamic data and advanced ML techniques, the study enhances the precision and efficiency of malware detection systems.<\/p>\n\n<p>The publication in MDPI highlights the innovative nature of the research and its potential impact on improving cybersecurity frameworks. It serves as a testament to the dedication and expertise in addressing complex cyber threats and contributes valuable insights to the global research community. This achievement not only demonstrates excellence in research but also reinforces a commitment to advancing practical and effective solutions in the fight against evolving malware threats.<\/p>\n\n<p>\u00a0<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>This is another form of \u201cnew and improved.\u201d It communicates that the product is the latest model or the hottest on the market.<\/p>\n","protected":false},"author":1,"featured_media":571,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[9,6,20],"tags":[],"class_list":["post-288","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-solutions","category-malware-analysis","category-publications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dynamic Malware Classification and API Categorisation of Windows Portable Executable Files Using Machine Learning - PLVME-AI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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