{"id":5986,"date":"2018-11-06T11:29:57","date_gmt":"2018-11-06T02:29:57","guid":{"rendered":"http:\/\/cml.snu.ac.kr\/?page_id=5986"},"modified":"2023-02-09T00:19:35","modified_gmt":"2023-02-08T15:19:35","slug":"research","status":"publish","type":"page","link":"https:\/\/cml.snu.ac.kr\/?page_id=5986","title":{"rendered":"Research"},"content":{"rendered":"[vc_row][vc_column][mk_fancy_title color=&#8221;#000000&#8243; margin_bottom=&#8221;0&#8243; font_family=&#8221;none&#8221;]\n<h1 style=\"text-align: left;\">Research Topics<\/h1>\n[\/mk_fancy_title][vc_column_text margin_bottom=&#8221;15&#8243; css=&#8221;.vc_custom_1675869470823{margin-bottom: 0px !important;}&#8221;]\n<h4>Reinforcement learning<\/h4>\n<ul>\n<li>Reinforcement learning based energy harvesting communications<\/li>\n<li>Self-driving autonomous transit<\/li>\n<\/ul>\n<h4>Quantum Machine Learning<\/h4>\n<p><img loading=\"lazy\" class=\"alignnone wp-image-7027\" src=\"https:\/\/cml.snu.ac.kr\/wordpress\/wp-content\/uploads\/2023\/01\/quantum-machine-learning-300x142.png\" alt=\"\" width=\"467\" height=\"221\" srcset=\"https:\/\/cml.snu.ac.kr\/wordpress\/wp-content\/uploads\/2023\/01\/quantum-machine-learning-300x142.png 300w, https:\/\/cml.snu.ac.kr\/wordpress\/wp-content\/uploads\/2023\/01\/quantum-machine-learning-150x71.png 150w, https:\/\/cml.snu.ac.kr\/wordpress\/wp-content\/uploads\/2023\/01\/quantum-machine-learning-768x363.png 768w, https:\/\/cml.snu.ac.kr\/wordpress\/wp-content\/uploads\/2023\/01\/quantum-machine-learning.png 1362w\" sizes=\"(max-width: 467px) 100vw, 467px\" \/><\/p>\n<h4>AI-based Medical Diagnostics<\/h4>\n<ul>\n<li>MRI brain tumor segmentation and brain metastasis detection<\/li>\n<li>Pathological cancer cell detection in microscopical scanned image<\/li>\n<\/ul>\n<h4>Meta-learning and Bayesian Learning<\/h4>\n<ul>\n<li>Bayesian optimization for deep neural networks<\/li>\n<li>Active learning based model agnostic meta-learning<\/li>\n<\/ul>\n<h4>Deep learning applications (Communications)<\/h4>\n<ul>\n<li>Generative adversarial training<\/li>\n<li>Deep Learning Approach for Automotive Radar Interference Mitigation<\/li>\n<li>Deep learning model of signal detection for molecular communications<\/li>\n<\/ul>\n<h4>Distributed computing and storage<\/h4>\n<ul>\n<li>Secure distributed computing<\/li>\n<li>Private Information Retrieval<\/li>\n<li>Coded caching<\/li>\n<\/ul>\n<h4>Graph-theory based unsupervised learning<\/h4>\n<ul>\n<li>Spectral methods for unsupervised learning<\/li>\n<li>Graph theoretical generative models<\/li>\n<\/ul>\n<h4>Network information theory<\/h4>\n<ul>\n<li>MIMO<\/li>\n<li>Interference alignment<\/li>\n<\/ul>\n[\/vc_column_text][mk_fancy_title margin_bottom=&#8221;0&#8243; font_family=&#8221;none&#8221;]\n<h1>Ongoing Projects<\/h1>\n[\/mk_fancy_title][vc_column_text css=&#8221;.vc_custom_1675869570813{margin-bottom: 0px !important;}&#8221;]\n<h5><\/h5>\n<h4>\uc591\uc790 \ub525\ub7ec\ub2dd\uc744 \uc704\ud55c \ubc30\uce58\ud559\uc2b5 \ucd5c\uc801\ud654 \ubb38\uc81c \ud574\uacb0<\/h4>\n<p><span class=\"MUxGbd wuQ4Ob WZ8Tjf\">\u00a0<\/span>Institute for Information &amp; communication Technology Planning &amp; evaluation(IITP)<\/p>\n<h4>Graph theory based generative adversarial networks and meta-learning<\/h4>\n<p>Samsung Electronics (2018.03 &#8211; present)<\/p>\n<h4>Deep and reinforcement learning techniques for smart IoT networks<\/h4>\n<p>National research foundation (2017.03-Present)<\/p>\n<h4>Deep learning based customer information modeling<\/h4>\n<p>Samsung cards<\/p>\n<h4><span style=\"font-size: medium;\">A Study on Paralysis Technique of Digital Communication under Cyber Electronic Warfar<\/span><b><span style=\"font-size: medium;\">e<\/span><\/b><\/h4>\n<p><span style=\"font-size: medium;\">Agency for Defense Development (<\/span>2016.03 &#8211; Present)<\/p>\n<h4>Research on non-RF communication systems<\/h4>\n<p><span style=\"font-size: medium;\">Agency for Defense Development\u00a0<\/span>(2013.10. \u2013 2021. 12.)[\/vc_column_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][mk_fancy_title color=&#8221;#000000&#8243; margin_bottom=&#8221;0&#8243; font_family=&#8221;none&#8221;] Research Topics [\/mk_fancy_title][vc_column_text margin_bottom=&#8221;15&#8243; css=&#8221;.vc_custom_1675869470823{margin-bottom: 0px !important;}&#8221;] Reinforcement learning Reinforcement learning based energy harvesting communications Self-driving autonomous transit Quantum Machine Learning AI-based Medical Diagnostics MRI brain tumor segmentation and brain metastasis detection Pathological cancer cell detection in microscopical scanned image Meta-learning and Bayesian Learning Bayesian optimization for deep neural networks Active [&hellip;]<\/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:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/5986"}],"collection":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5986"}],"version-history":[{"count":8,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/5986\/revisions"}],"predecessor-version":[{"id":7031,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/5986\/revisions\/7031"}],"wp:attachment":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}