{"id":580,"date":"2012-12-21T23:13:18","date_gmt":"2012-12-21T23:13:18","guid":{"rendered":"https:\/\/www.ise.ufl.edu\/pardalos\/?page_id=580"},"modified":"2024-09-25T16:17:08","modified_gmt":"2024-09-25T20:17:08","slug":"spring2013","status":"publish","type":"page","link":"https:\/\/faculty.eng.ufl.edu\/pardalos\/spring2013\/","title":{"rendered":"EIN 6905 &#8211; Data Mining"},"content":{"rendered":"<div>EIN 6905 \u2013 Data Analysis and Data Mining in Systems Engineering<\/div>\n<div><\/div>\n<div>Spring 2013 (3 credits)<\/div>\n<div><\/div>\n<div>Instructor: P.M. Pardalos, https:\/\/www.ise.ufl.edu\/pardalos<\/div>\n<div><\/div>\n<div>Course description:<\/div>\n<div>\n<ol>\n<li>Introduction to Data Representation and Mining.<\/li>\n<li>Statistical Methods.<\/li>\n<li>Clustering by k-means.<\/li>\n<li>k-nearest Neighbor Classification<\/li>\n<li>Artificial Neural Networks.<\/li>\n<li>Support Vector Machines.<\/li>\n<li>Biclustering.<\/li>\n<li>Validation Methods .<\/li>\n<li>Applications in Matlab.<\/li>\n<li>Robust Data Mining<\/li>\n<li>Massive Data Sets and Future Challenges.<\/li>\n<\/ol>\n<\/div>\n<div>Prerequisites: Graduate Students with DMOR (or equivalent) or advanced undergraduates with Matrix<\/div>\n<div>Computations ESI 4327C, Statistics STA 4322, and Operations Research ESI 4312<\/div>\n<div><\/div>\n<div>Course material: The lectures will be based on several sources including the following books:<\/div>\n<div><\/div>\n<div>1. J. Abello, P.M. Pardalos, and M. Resende (Eds) , Handbook of Massive Data Sets, Kluwer<\/div>\n<div>Academic Publishers (2002).<\/div>\n<div>2. P.M. Pardalos and P. Hansen (Eds), Data Mining and Mathematical Programming, American<\/div>\n<div>Mathematical Society (2008).<\/div>\n<div>3. O. Seref, E. Kundakcioglu, P.M. Pardalos (Eds), Data Mining, Systems Analysis and Optimization<\/div>\n<div>in Biomedicine, Springer (2008).<\/div>\n<div>4. P.M. Pardalos, V. Boginski, A. Vazacopoulos (Eds), Data Mining in Biomedicine, Springer (2007).<\/div>\n<div>5. A. Mucherino, P. Papajorgji, P.M. Pardalos, Data Mining in Agriculture, Springer (2009).<\/div>\n<div>6. P. Xanthopoulos, P.M. Pardalos, T.B. Trafalis, Robust Data Mining, Springer (2013)<\/div>\n<div><\/div>\n<div>Grading: Grading will be based on homework 20%, three in class exams 60%, and project 20%.<\/div>\n","protected":false},"excerpt":{"rendered":"<p>EIN 6905 \u2013 Data Analysis and Data Mining in Systems Engineering Spring 2013 (3 credits) Instructor: P.M. Pardalos, https:\/\/www.ise.ufl.edu\/pardalos Course description: Introduction to Data Representation and Mining. Statistical Methods. Clustering by k-means. k-nearest Neighbor Classification Artificial Neural Networks. Support Vector Machines. Biclustering. Validation Methods . Applications in Matlab. Robust Data Mining Massive Data Sets and [&hellip;]<\/p>\n","protected":false},"author":1128,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/page-sidebar-none.php","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-580","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/pages\/580","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/users\/1128"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/comments?post=580"}],"version-history":[{"count":1,"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/pages\/580\/revisions"}],"predecessor-version":[{"id":3428,"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/pages\/580\/revisions\/3428"}],"wp:attachment":[{"href":"https:\/\/faculty.eng.ufl.edu\/pardalos\/wp-json\/wp\/v2\/media?parent=580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}