<div dir="ltr"><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal"><b><span style="font-size:13.5pt;font-family:Arial,sans-serif">Special Issue: <span>Non-Iterative Approaches and Their Applications</span></span></b><span style="font-size:13.5pt;font-family:Arial,sans-serif"> --<span> </span><b>Cognitive Computation</b><span> </span>(Springer)</span><b><span style="font-size:13pt;font-family:Arial,sans-serif;color:rgb(42,42,42)"><u></u><u></u></span></b></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal"><span style="font-size:13.5pt;font-family:Arial,sans-serif"><br></span></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal"><span style="font-size:13.5pt;font-family:Arial,sans-serif;background-color:rgb(0,255,0)"><u><b>Submission deadline extended to 1st August 2018</b></u></span></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)">-----------------------------------------------------------------<u></u><u></u></span></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><u></u> <u></u></span></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;text-align:justify;line-height:normal;background:white"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Optimization, which plays a central role in learning, has received considerable attention from academics, researchers, and domain workers. Many optimization problems in machine learning can be tackled with non-iterative approaches, which can be presented in closed-form manner. Those methods are in general computationally faster than iterative solutions. Even though non-iterative methods have attracted much attention in recent years, there exists a performance gap when compared with older methods and other competing paradigms. This special session aims to bridge this gap.<u></u><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;text-align:justify;line-height:normal;background:white"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">The first target of this special issue is to present the recent advances of non-iterative solutions in learning. Secondly, the focus is on promoting the concepts of non-iterative optimization with respect to counterparts, such as gradient-based methods and derivative-free iterative optimization techniques. Besides the dissemination of the latest research results on non-iterative algorithms, it is also expected that this special session will cover some practical applications, present some new ideas and identify directions for future studies.<u></u><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;text-align:justify;line-height:normal;background:white"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Researchers will be invited to submit innovative works or comparative studies with both iterative and non-iterative methods. Typical paradigms include (but not limited to) random vector functional link (RVFL), echo state networks (ESN), extreme learning machines (ELM), kernel ridge regression (KRR), random forests (RF) and so on.<u></u><u></u></span></p><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;text-align:justify;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><br></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;text-align:justify;line-height:normal;background:white"><b><u><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Topics covered:<u></u><u></u></span></u></b></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><ul style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial"><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Methods with and without randomization<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Regression, classification and time series analysis<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Dimensionality reduction<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Spectral methods<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Kernel methods such as kernel ridge regression, kernel adaptive filters, etc.<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Feedforward, recurrent, multilayer, deep and other structures.<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Ensemble learning<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Moore-Penrose pseudo inverse, SVD and other solution procedures.<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Non-iterative methods for large-scale problems with and without kernels<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Theoretical analysis of non-iterative methods<u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Comparative studies with competing iterative methods</span></li><li><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"></span><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">Applications of non-iterative solutions in domains such as power systems, biomedical, finance, signal processing, big data and all other areas</span></li></ul><b style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><u><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Journal description<u></u><u></u></span></u></b><br style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><br style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><span style="text-decoration-style:initial;text-decoration-color:initial;font-size:9.5pt;font-family:Arial,sans-serif"><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">Cognitive Computation, Springer (</span><a href="https://link.springer.com/journal/12559" id="gmail-m_5352610497520213536LPlnk114992" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none"><span style="color:rgb(17,85,204);font-family:Arial,Helvetica,sans-serif;font-size:11pt">https://link.springer.com/journal/12559</span></a><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">) is an international, peer-reviewed, interdisciplinary journal that publishes cutting-edge articles focusing on original basic and applied work involving bio-inspired computational accounts of all aspects of natural and artificial cognitive systems. </span><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">Cognitive Computation has an Impact Factor of 3.44.</span><u></u><u></u></span><br style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><br style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><b style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><u><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Important Dates<u></u><u></u></span></u></b><br style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:12pt;text-decoration-style:initial;text-decoration-color:initial"><ul style="text-decoration-style:initial;text-decoration-color:initial"><li style=""><font face="Arial, Helvetica, sans-serif"><span style="font-size:11pt">Submissions Deadline </span></font><font color="#242729" face="Arial, Helvetica Neue, Helvetica, sans-serif"><span style="font-size:15px"><strike>1st July 2018</strike></span></font><font face="Arial, Helvetica, sans-serif"><span style="font-size:11pt"> </span></font><b style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:red">1st August 2018</span></b><span style="color:rgb(34,34,34);font-family:Arial,sans-serif;font-size:9.5pt"><u></u><u></u></span></li><li style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">First notification of acceptance 1st Nov 2018<u></u><u></u></span></li><li style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Submission of revised papers 1st Jan 2019<u></u><u></u></span></li><li style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Final notification to the authors 1st Mar 2019<u></u><u></u></span></li><li style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Submission of final/camera-ready papers 1st April 2019<u></u><u></u></span></li><li style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px"><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Publication of special issue 2019<u></u><u></u></span></li></ul><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:9.6pt;background:white"><br></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:9.6pt;background:white"><br></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:9.6pt;background:white"><b><u><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Paper Submission</span></u></b><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><u></u><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><u></u><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt"> </span><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">All papers should follow the manuscript preparation requirements for the Springer Cognitive Computation submissions (see<span> </span></span><a href="http://www.springer.com/12559" id="gmail-m_5352610497520213536LPlnk289677" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none"><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">http://www.springer.com/12559</span></a><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">). The authors are requested to submit their manuscripts via the online submission manuscript system, available at<span> </span></span><a href="http://www.editorialmanager.com/cogn/" id="gmail-m_5352610497520213536LPlnk756527" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none"><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">http://www.editorialmanager.com/cogn/</span></a><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">. During the first step of the submission, authors should select as Article Type “</span><i><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">S.I. Non-Iterative Approaches and Their Applications</span></i><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">”. </span></span><span style="color:rgb(34,34,34);font-family:Arial,Helvetica,sans-serif;font-size:11pt">For further (technical) questions, please contact the Editor-in-Chief:<span> </span></span><a href="mailto:ahu@cs.stir.ac.uk" id="gmail-m_5352610497520213536LPlnk404070" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:Arial,sans-serif;color:rgb(17,85,204);text-decoration:none;font-size:9.5pt"><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt">ahu@cs.stir.ac.uk</span></a><span style="color:rgb(34,34,34);font-family:Arial,Helvetica,sans-serif;font-size:11pt">.</span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin-bottom:0.0001pt;line-height:normal;background:white"><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><u></u><span style="font-family:Arial,Helvetica,sans-serif;font-size:11pt"> </span><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><p class="MsoNormal" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial;margin:13.7pt 0in;line-height:9.6pt;background:white"><b><u><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:rgb(34,34,34)">Organizers to contact</span></u></b><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><u></u><u></u></span></p><span style="color:rgb(0,0,0);text-decoration-style:initial;text-decoration-color:initial;font-family:Arial,Helvetica,sans-serif;font-size:11pt"></span><span style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial;float:none;display:inline"></span><ul style="color:rgb(0,0,0);font-family:Calibri,Helvetica,sans-serif;font-size:16px;text-decoration-style:initial;text-decoration-color:initial"><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:black">Dr P. N. Suganthan, Nanyang Technological University, Singapore. </span><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><a href="mailto:epnsugan@ntu.edu.sg" id="gmail-m_5352610497520213536LPlnk416361" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none"><span style="color:rgb(17,85,204);font-family:Arial,Helvetica,sans-serif;font-size:11pt">epnsugan@ntu.edu.sg</span></a><u></u><u></u></span></li><li><span style="font-size:11pt;font-family:Arial,Helvetica,sans-serif;color:black">Dr. Filippo Maria Bianchi, UiT the Arctic University of Norway, Tromsø, </span><span style="font-size:9.5pt;font-family:Arial,sans-serif;color:rgb(34,34,34)"><a href="mailto:filippo.m.bianchi@uit.no" id="gmail-m_5352610497520213536LPlnk799705" class="gmail-m_5352610497520213536OWAAutoLink" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none"><span style="color:rgb(17,85,204);font-family:Arial,Helvetica,sans-serif;font-size:11pt">filippo.m.bianchi@uit.no</span></a><u></u><u></u></span><br><br></li></ul><p style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial"></p><div id="gmail-m_5352610497520213536Signature" style="font-family:arial,sans-serif;color:rgb(0,0,0);font-size:16px;text-decoration-style:initial;text-decoration-color:initial"><div name="divtagdefaultwrapper" style="font-family:arial,sans-serif"><div name="divtagdefaultwrapper" style="font-family:Calibri,Arial,Helvetica,sans-serif;margin:0px"><span style="color:rgb(34,34,34);font-family:arial,sans-serif;font-size:12.8px;background-color:rgb(255,255,255)">------------------------------------------------------------------------------------------</span></div><div name="divtagdefaultwrapper" style="font-family:arial,sans-serif;margin:0px"><span style="color:rgb(34,34,34);background-color:rgb(255,255,255)">Filippo Maria Bianchi, PhD.</span><br style="color:rgb(34,34,34);background-color:rgb(255,255,255)"><i><span style="color:rgb(34,34,34);background-color:rgb(255,255,255)">Postdoctoral fellow at Machine Learning group,</span><br style="color:rgb(34,34,34);background-color:rgb(255,255,255)"><span style="color:rgb(34,34,34);background-color:rgb(255,255,255)">Department of Physics and Technology,</span><br style="color:rgb(34,34,34);background-color:rgb(255,255,255)"><span style="color:rgb(34,34,34);background-color:rgb(255,255,255)">UiT The Arctic University of Norway.</span><br style="color:rgb(34,34,34);background-color:rgb(255,255,255)"><span style="color:rgb(34,34,34);background-color:rgb(255,255,255)">Homepage: </span><font color="#222222"><a href="https://sites.google.com/view/filippombianchi/home" id="gmail-m_5352610497520213536LPNoLP" target="_blank" style="font-family:arial,sans-serif;color:rgb(17,85,204);text-decoration:none">https://sites.google.com/view/filippombianchi/home</a></font></i></div></div></div><br></div>