{"id":5607,"date":"2021-02-14T17:44:58","date_gmt":"2021-02-14T16:44:58","guid":{"rendered":"https:\/\/kinit.sk\/member\/jakub-sevcech\/"},"modified":"2025-10-15T15:46:30","modified_gmt":"2025-10-15T13:46:30","slug":"jakub-sevcech","status":"publish","type":"member","link":"https:\/\/kinit.sk\/sk\/clen\/jakub-sevcech\/","title":{"rendered":"Jakub \u0160evcech"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p>Jakub focuses on information security, software engineering, machine learning, stream data processing, anomaly detection and explainable machine learning models. He holds a PhD in Intelligent Information Systems from the Slovak University of Technology. <\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Jakub has taught several machine learning-related and software engineering-related courses. He has participated in national research projects. Experimentation is Jakub\u2019s favorite way to move forward: in building models, in prototyping new approaches and in life in general.<\/p>\n<\/div>\n\n\n\n\n\n<div id=\"featured-publications\" class=\"element acf-loop background-columns-blue\"><section id=\"featured-publications\" class=\"loop old  background-columns-blue\"  >\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"wrapper-in\">\n\t\t\t<div class=\"in cf\">\n\t\t\t\t<div class=\"element-inner\">\n\t\t\t\t\t<div class=\"headline\"><h2>Selected Publications<\/h2><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"loop-wrap loop-Publication loop-style1 loop-static loop-4 cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n\n<div id=\"\" class=\"element acf-loop padding-top-0\"><section class=\"loop old  padding-top-0\"  >\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"wrapper-in\">\n\t\t\t<div class=\"in cf\">\n\t\t\t\t<div class=\"element-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"loop-wrap loop-Publication loop-style2 loop-load_more loop-6 cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-8026\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/doi.org\/10.1007\/978-3-030-22270-3_8\" target=\"_blank\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Simulation of Bank Transaction Data<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t                                              \t\t\t\t<div class=\"excerpt\">Mocko, M., Sevcech, J. &#8211; 19th International Workshop on Multi-Agent-Based Simulation, 2018<\/div>\n                    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-7967\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/doi.org\/10.1016\/j.jss.2016.06.008\" target=\"_blank\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Repeating Patterns as Symbols for Long Time Series Representation<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t                                              \t\t\t\t<div class=\"excerpt\">Sevcech, J., Bielikova, M. &#8211; Journal of Systems and Software, 2017<\/div>\n                    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-7968\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.doi.org\/10.1109\/Trustcom.2015.586\" target=\"_blank\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Symbolic Time Series Representation for Stream Data Processing<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t                                              \t\t\t\t<div class=\"excerpt\">Sevcech, J., Bielikova, M. &#8211; IEEE Trustcom\/BigDataSE\/ISPA, 2015<\/div>\n                    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-8011\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/doi.org\/10.1045\/november14-holub\" target=\"_blank\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>Annota: Towards Enriching Scientific Publications with Semantics and User Annotations<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t                                              \t\t\t\t<div class=\"excerpt\">Holub, M., Moro, R., Sevcech, J., Liptak, M., Bielikova, M. &#8211; D-Lib Magazine, 2014<\/div>\n                    \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scholar.google.com\/citations?hl=en&#038;user=dkAttmwAAAAJ\" target=\"_blank\" class=\"button purple all\">All publications: see google scholar profile<\/a>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\" id=\"selected-student-supervising\">Selected Student Supervising<\/h2>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Master<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><li>Karol\u00edna Giertlov\u00e1 &#8211; Interpretation of machine learning models using vector data representations &#8211; ongoing<\/li><li>Tom\u00e1\u0161 Mizera &#8211; Interpretation of Text Processing Machine Learning Models. Defended 2021<\/li><li>Patrik \u017diduliak &#8211; Parallel processing of multidimensional data. Defended 2020.<\/li><li>Branislav Pecher &#8211; Interpretability of neural network models used in data analysis. Defended 2019.<\/li><li>Jakub Jane\u010dek &#8211; Interpretability of machine learning models created by clustering algorithms. Defended 2019.<\/li><li>Imrich Nagy &#8211; Processing sequences of transactions using deep learning models. Defended 2019.<\/li><li>Martin Mocko &#8211; Anomaly detection in transaction data. Defended 2018.<\/li><li>Peter Zajac &#8211; Incremental detection of anomalies. Defended 2018.<\/li><li>Luk\u00e1\u0161 Skala &#8211; Histogram based incremental anomaly detection. Defended 2018.<\/li><li>Mat\u00fa\u0161 Cimerman &#8211; Stream analysis of incoming events using different data analysis methods. Defended 2017.<\/li><li>Martin Cibula &#8211; Query evaluation over incoming data stream. Defended 2016.<\/li><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Bachelor<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><li>Denis Laca &#8211; Privacy preservation in machine learning using simulation. Defended 2019.<\/li><li>Jakub Jane\u010dek &#8211; Executable data analysis tutorials. Defended 2017.<\/li><li>Martin Mocko &#8211; Web portal usage trend discovery. Defended 2016.<\/li><li>Mat\u00fa\u0161 Cimerman &#8211; Data stream analysis. Defended 2015.<\/li><\/ul>\n<\/div>","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[81],"class_list":["post-5607","member","type-member","status-publish","hentry","category-data-analytics-for-green-energy-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Jakub \u0160evcech - KInIT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/clen\/jakub-sevcech\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jakub \u0160evcech - KInIT\" \/>\n<meta property=\"og:description\" content=\"Jakub focuses on information security, software engineering, machine learning, stream data processing, anomaly detection and explainable machine learning models. 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