{"id":244,"date":"2016-11-22T18:38:50","date_gmt":"2016-11-22T17:38:50","guid":{"rendered":"http:\/\/iwann.uma.es\/2019\/?page_id=244"},"modified":"2023-05-12T13:02:49","modified_gmt":"2023-05-12T11:02:49","slug":"program","status":"publish","type":"page","link":"http:\/\/iwann-old.uma.es\/2019\/?page_id=244","title":{"rendered":"Program"},"content":{"rendered":"<h1><span style=\"color: #000080;\">Final Programme<\/span><\/h1>\n<h2>Program at a glance<\/h2>\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 33.3333%;\"><img loading=\"lazy\" class=\"size-medium wp-image-780 aligncenter\" src=\"http:\/\/iwann.uma.es\/wp-content\/uploads\/PROGRAM_IWANN2019_12-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_12-300x300.png 300w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_12-150x150.png 150w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_12-250x250.png 250w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_12-174x174.png 174w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_12.png 372w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/td>\n<td style=\"width: 33.3333%;\"><img loading=\"lazy\" class=\"size-medium wp-image-782 aligncenter\" src=\"http:\/\/iwann.uma.es\/wp-content\/uploads\/PROGRAM_IWANN2019_13-300x289.png\" alt=\"\" width=\"300\" height=\"289\" srcset=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_13-300x289.png 300w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_13.png 361w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/td>\n<td style=\"width: 33.3333%;\"><img loading=\"lazy\" class=\"size-medium wp-image-781 aligncenter\" src=\"http:\/\/iwann.uma.es\/wp-content\/uploads\/PROGRAM_IWANN2019_14-300x158.png\" alt=\"\" width=\"300\" height=\"158\" srcset=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_14-300x158.png 300w, http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_14.png 360w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2>Detailed programme<\/h2>\n<ul>\n<li><strong>Extended program:<\/strong> includes <a href=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/Abstract_Program_All_v7.pdf\">abstracts<\/a> of all talks.<strong><br \/>\n<\/strong><\/li>\n<li><strong>General Sessions<\/strong>: <a href=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/PROGRAM_IWANN2019_v19.pdf\">final programme<\/a>. Please, check for any errors and let us know as soon as possible.<\/li>\n<li>Artificial Intelligence in <strong>Nanophotonics Workshop<\/strong>: <a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=769\">detailed programme<\/a><\/li>\n<\/ul>\n<p><a name=\"ChairForm\"><\/a><strong>Information for chairpersons<\/strong>: after your sesion, please fill in this <a href=\"http:\/\/iwann.uma.es\/wp-content\/uploads\/Chairman-Evaluation-IWANN2019.pdf\" target=\"_blank\" rel=\"noopener\">form<\/a> with your assessment for each presented contribution.<\/p>\n<h1><span style=\"color: #000080;\"><a name=\"Tutorial\"><\/a>Tutorial on Transfer Learning for Deep Learning<\/span><\/h1>\n<p><!--\n<strong>IMPORTANT NOTE<\/strong>: The practical session is strictly limited due to technical and licensing reasons. Please, register at <a href=\"https:\/\/forms.gle\/qG9tUdq4QDtWJxvC9\" target=\"_blank\" rel=\"noopener\">https:\/\/forms.gle\/qG9tUdq4QDtWJxvC9<\/a>\n--><\/p>\n<p><strong>Presentation <a href=\"http:\/\/iwann-old.uma.es\/2019\/wp-content\/uploads\/Transfer_learning2.pdf\">slides<\/a>.<br \/>\n<\/strong><\/p>\n<p>A hands-on tutorial on Transfer Learning for Deep Neural Networks will be carried out during IWANN 2019. The tutorial will include a practical session with connection to the <a href=\"https:\/\/www.bsc.es\/\" target=\"_blank\" rel=\"noopener\">Barcelona Supercomputing Center<\/a>.<\/p>\n<h2>Organizers:<\/h2>\n<p><strong>Dario Garcia-Gasulla<\/strong><br \/>\n<strong>Armand Vilalta Arias<\/strong><br \/>\nHigh Performance Artificial Intelligence Group<br \/>\nDepartament of Computer Science<br \/>\nBarcelona Supercomputing Center<\/p>\n<h2>Abstract:<\/h2>\n<p>Training deep neural networks from scratch is not easy. Finding a good model for a given problem requires of huge amounts of data, lots of computational power, and a team of DL experts dedicated to the task for weeks. Since we cannot dedicate these resources for every single problem that may be appropriate for deep learning, the community has been actively looking for easier and faster solutions, mostly focused on the reuse of pre-trained deep learning models. This is the main goal of the transfer learning field, which seeks to exploit models designed and trained for a problem A to solve a potentially unrelated problem B. In this tutorial we will introduce the two main approaches to transfer learning, fine tuning and feature extraction, detailing the benefits and handicaps of each one. We will provide hands-on experience on running both types of transfer learning, while working on the CTE-POWER9 cluster hosted at BSC, which includes state-of-the-art Volta GPU racks.<\/p>\n<h2>Scheduling:<\/h2>\n<ul>\n<li>One hour theory on fine tunning, transfer leaning and feature extraction.<\/li>\n<li>One hour practice with the CTE-POWER9 Cluster of the Barcelona Supercomputing Center.<\/li>\n<\/ul>\n<h1><span style=\"color: #000080;\"><a name=\"Prizes\"><\/a>Best Paper and Best Special Session Prizes<\/span><\/h1>\n<p>As a part of IWANN 2019 scientific programme, two prizes will be awarded:<br \/>\n\u2013 Best contribution.<br \/>\n\u2013 Best special session.<\/p>\n<p>Each award will include a cash prize granted by Springer, publisher of the proceedings within its <a href=\"http:\/\/www.springer.com\/lncs\" target=\"_blank\" rel=\"noopener\">LNCS series<\/a>. The support by <a href=\"http:\/\/www.springer.com\/\" target=\"_blank\" rel=\"noopener\">Springer<\/a> is gratefully acknowledged.<\/p>\n<p>The concession will be decided by IWANN 2019 chairs, based upon scientific merit and relevance.<\/p>\n<h1><span style=\"color: #000080;\">Workshop<\/span><\/h1>\n<table style=\"height: 74px;\" width=\"803\">\n<tbody>\n<tr>\n<td style=\"width: 509.983px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#AINPWS\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence in Nanophotonics<\/a><\/td>\n<td style=\"width: 277.017px;\">Dr. Nikolay Zheludev<br \/>\nDr. Cesare Soci<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1><span style=\"color: #000080;\"><a name=\"SS\"><\/a>Confirmed Special Sessions<\/span><\/h1>\n<table style=\"width: 800px; height: 600px;\">\n<tbody>\n<tr style=\"height: 24px;\" valign=\"middle\">\n<td style=\"text-align: center; width: 43.0667px; height: 24px;\">#<\/td>\n<td style=\"width: 459.583px; height: 24px;\">Title<\/td>\n<td style=\"width: 275.35px; height: 24px;\">Organizers<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS01<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS01\" target=\"_blank\" rel=\"noopener\">Artificial Neural Network for biomedical image processing<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">\n<p class=\"western\" lang=\"en-GB\" align=\"justify\">Dr. Yu-Dong Zhang<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS02<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS02\" target=\"_blank\" rel=\"noopener\">Deep learning models in healthcare and biomedicine<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">Dr. Leonardo Franco<br \/>\nDr. Ruxandra Stoean<br \/>\nDr. Francisco Veredas<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS03<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS03\" target=\"_blank\" rel=\"noopener\">Deep learning beyond convolution<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">Dr. Miguel Atencia<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS04<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS04\" target=\"_blank\" rel=\"noopener\">Machine Learning in Vision and Robotics<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">Dr. Jos\u00e9 Garc\u00eda-Rodr\u00edguez<br \/>\nDr. Enrique Dom\u00ednguez<br \/>\nDr. Ram\u00f3n Moreno<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS05<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS05\" target=\"_blank\" rel=\"noopener\">Data-driven Intelligent Transportation Systems<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">Dr. Ignacio J. Tur\u00edas Dom\u00ednguez<br \/>\nDr. David Elizondo<br \/>\nDr. Francisco Ortega Zamorano<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 72px;\">SS06<\/td>\n<td style=\"width: 459.583px; height: 72px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS06\" target=\"_blank\" rel=\"noopener\">Software Testing and Intelligent Systems<\/a><\/td>\n<td style=\"width: 275.35px; height: 72px;\">Dr. Juan Boubeta<br \/>\nDr. Pablo C. Ca\u00f1izares<br \/>\nDr. Gregorio D\u00edaz<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 48px;\">SS07<\/td>\n<td style=\"width: 459.583px; height: 48px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS07\" target=\"_blank\" rel=\"noopener\">Deep Learning and Natural Language Processing<\/a><\/td>\n<td style=\"width: 275.35px; height: 48px;\">Dr. Leonor Becerra-Bonache<br \/>\nDr. M. Dolores Jim\u00e9nez-L\u00f3pez<br \/>\nDr. Benoit Favre<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 24px;\">SS08<\/td>\n<td style=\"width: 459.583px; height: 24px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS08 target=\" rel=\"noopener\">Random-Weights Neural Networks<\/a><\/td>\n<td style=\"width: 275.35px; height: 24px;\">Dr. Claudio Gallicchio<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 24px;\">SS09<\/td>\n<td style=\"width: 459.583px; height: 24px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS09\" target=\"_blank\" rel=\"noopener\">New and future tendencies in Brain-Computer Interface systems<\/a><\/td>\n<td style=\"width: 275.35px; height: 24px;\">Dr. Ricardo Ron<br \/>\nDr. Ivan Volosyak<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 24px;\">SS10<\/td>\n<td style=\"width: 459.583px; height: 24px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS10\" target=\"_blank\" rel=\"noopener\">Human Activity Recognition<\/a><\/td>\n<td style=\"width: 275.35px; height: 24px;\">Dr.-Ing. habil. Matthias P\u00e4tzold<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 48px;\">SS11<\/td>\n<td style=\"width: 459.583px; height: 48px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS11\" target=\"_blank\" rel=\"noopener\">Computational Intelligence Methods for Time Series<\/a><\/td>\n<td style=\"width: 275.35px; height: 48px;\">Dr. H\u00e9ctor Pomares<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 24px;\">SS12<\/td>\n<td style=\"width: 459.583px; height: 24px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS12\" target=\"_blank\" rel=\"noopener\">Advanced Methods for Personalized\/Precision Medicine<\/a><\/td>\n<td style=\"width: 275.35px; height: 24px;\">Dr. Luis Javier Herrera<br \/>\nDr. Fernando Rojas<\/td>\n<\/tr>\n<tr style=\"height: 72px;\" valign=\"middle\">\n<td style=\"width: 43.0667px; height: 24px;\">SS13<\/td>\n<td style=\"width: 459.583px; height: 24px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS13\" target=\"_blank\" rel=\"noopener\">Exploring document information to improve neural summarization models<\/a><\/td>\n<td style=\"width: 275.35px; height: 24px;\">Dr.\u00a0Luigi Di Caro<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 43.0667px;\">SS15<\/td>\n<td style=\"width: 459.583px;\"><a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=290#SS15\" target=\"_blank\" rel=\"noopener\">Machine learning in weather observation and forecasting<\/a><\/td>\n<td style=\"width: 275.35px;\">Dr. Juan Luis Navarro-Mesa<br \/>\nDr. Antonio Ravelo-Garc\u00eda<br \/>\nDr. Carmen Paz Su\u00e1rez Araujo<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Final Programme Program at a glance &nbsp; Detailed programme Extended program: includes abstracts of all talks. General Sessions: final programme. Please, check for any errors and let us know as soon as possible. Artificial Intelligence in Nanophotonics Workshop: detailed programme Information for chairpersons: after your sesion, please fill in this form with your assessment for <a href=\"http:\/\/iwann-old.uma.es\/2019\/?page_id=244\" rel=\"nofollow\"><span class=\"sr-only\">Read more about Program<\/span>[&hellip;]<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/pages\/244"}],"collection":[{"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=244"}],"version-history":[{"count":92,"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/pages\/244\/revisions"}],"predecessor-version":[{"id":876,"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=\/wp\/v2\/pages\/244\/revisions\/876"}],"wp:attachment":[{"href":"http:\/\/iwann-old.uma.es\/2019\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=244"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}