{"id":263,"date":"2026-02-19T17:39:24","date_gmt":"2026-02-19T17:39:24","guid":{"rendered":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/?page_id=263"},"modified":"2026-04-08T12:21:50","modified_gmt":"2026-04-08T12:21:50","slug":"machine-learning-methods-and-models-for-improving-the-quality-of-software-systems","status":"publish","type":"page","link":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/?page_id=263","title":{"rendered":"Machine learning methods and models for improving the quality of software systems"},"content":{"rendered":"<ul>\n<li>Research Project: Romanian Hub for Artificial Intelligence \u2013 HRIA,<\/li>\n<li>Program: Smart Growth, Digitization and Financial Instruments Program,<\/li>\n<li>HRIA Website: <a href=\"https:\/\/hria.upb.ro\/\" data-type=\"URL\" data-id=\"https:\/\/hria.upb.ro\/\">https:\/\/hria.upb.ro\/<\/a>\n<ul>\n<li>Anca Andreica, Scientific Manager, UBB partner<\/li>\n<\/ul>\n<\/li>\n<li>HRIA Team13, MySMIS no. 351416, 2025-2027<\/li>\n<li>May 2025 \u2013 April 2027<\/li>\n<li>Domains: software testing, defect prediction, software visualization<\/li>\n<li>Team\n<ul>\n<li>Leader: Assoc. prof. dr. Andreea Vescan<\/li>\n<li>Members:\n<ul>\n<li>Assoc. prof. dr. Camelia Serban,<\/li>\n<li>Lect. dr. Radu Gaceanu,<\/li>\n<li>Phd student Camelia Nadejde,<\/li>\n<li>PhD student Octavian Custura<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>Publications:\n<ul>\n<li>Camelia-Petrina Nadejde, Camelia Serban, Andreea Vescan, Neural Network-Based Learners for Effort-Aware Software Defect Prediction, International Conference on Agents and Artificial Intelligence (ICAART 2026),\u00a0<a href=\"https:\/\/icaart.scitevents.org\/\">https:\/\/icaart.scitevents.org\/<\/a>, 5-7March 2026, Marbella, Spain<\/li>\n<li>Stefan-Octavian Custura, Radu Gaceanu, Andreea Vescan<strong>,\u00a0<\/strong>Variable Semantic Representation: A Replication Study and Hyper-Parameter Optimization Using Taguchi Methods, International Conference on Agents and Artificial Intelligence (ICAART 2026),\u00a0<a href=\"https:\/\/icaart.scitevents.org\/\">https:\/\/icaart.scitevents.org\/<\/a>, 5-7March 2026, Marbella, Spain<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Research Project: Romanian Hub for Artificial Intelligence \u2013 HRIA, Program: Smart Growth, Digitization and Financial Instruments Program, HRIA Website: https:\/\/hria.upb.ro\/ Anca Andreica, Scientific Manager, UBB partner HRIA Team13, MySMIS no. 351416, 2025-2027 May 2025 \u2013 April 2027 Domains: software testing, defect prediction, software visualization Team Leader: Assoc. prof. dr. Andreea Vescan Members: Assoc. prof. dr.&hellip; <a class=\"more-link\" href=\"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/?page_id=263\">Continue reading <span class=\"screen-reader-text\">Machine learning methods and models for improving the quality of software systems<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/pages\/263"}],"collection":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=263"}],"version-history":[{"count":5,"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/pages\/263\/revisions"}],"predecessor-version":[{"id":271,"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=\/wp\/v2\/pages\/263\/revisions\/271"}],"wp:attachment":[{"href":"https:\/\/www.cs.ubbcluj.ro\/~avescan\/testum\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}