<div dir="ltr"><div><div> CALL FOR PAPERS </div><div> IEEE IJCNN 2015 Special Session on</div><div><b>"Concept Drift, Domain Adaptation & Learning in Dynamic Environments"</b></div><div> July 12 - 17, 2015, Killarney, Ireland.</div><div><a href="http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html">http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html</a></div><div><br></div><div>**********************************************************</div><div>IMPORTANT DATES</div><div>Paper submission:<span class="" style="white-space:pre"> </span>January 15th, 2015</div><div>Paper Decision notification:<span class="" style="white-space:pre"> </span> March 15th, 2015<span class="" style="white-space:pre"> </span></div><div>Camera-ready submission:<span class="" style="white-space:pre"> </span>April 15th, 2015</div><div>Conference Dates: <span class="" style="white-space:pre"> </span>July 12 - 17th, 2015</div><div>***********************************************************</div><div><br></div><div>One of the fundamental goals in computational intelligence is to achieve brain-like intelligence, a remarkable property of which is the ability to incrementally learn from noisy and incomplete data and to adapt to changing environments. </div><div>The special session aims at presenting novel approaches to incremental learning and adaptation to dynamic environments both from the theoretical perspective of machine learning and from the application-oriented view of computational intelligence techniques.</div><div><br></div><div><b>*Topics*</b></div><div>Papers must present original work or review the state-of-the-art in the following non-exhaustive list of topics: </div><div>• Architectures, techniques and algorithms for learning in non-stationary/dynamic environments</div><div>• Domain adaptation, dataset shift, covariance shift</div><div>• Incremental learning, lifelong learning, cumulative learning</div><div>• Change-detection tests and anomaly-detection algorithms</div><div>• Mining from streams of data</div><div>• Applications that call for incremental learning or learning in non-stationary/dynamic environments, such as:</div><div> o Adaptive classifiers for concept drift and recurring concepts</div><div> o Intelligent systems operating in non-stationary/dynamic environments</div><div> o Intelligent embedded and cyber-physical systems</div><div>• Applications that call for change and anomaly detection, such as:</div><div> o fault detection</div><div> o fraud detection</div><div> o network intrusion and security</div><div> o intelligent sensor networks</div><div>• Cognitive-inspired approaches to adaptation and learning</div><div>• Development of test-sets benchmarks for evaluating algorithms learning in non-stationary/dynamic environments</div><div>• Issues relevant to above mentioned or related fields </div><div><br></div><div><b>*Keywords*</b></div><div>Concept drift, nonstationary environment, change/anomaly detection, domain adaptation, incremental learning, data streams.</div><div><br></div><div><b>*Webpage*</b></div><div>Further information can be found on the Special Session webpage <a href="http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html">http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html</a></div><div><br></div><div><b>*Paper Submission*</b></div><div>THE DEADLINE FOR THE PAPER SUBMISSION TO THE SPECIAL SESSION IS THE SAME OF IJCNN 2015, January 15th 2015.</div><div><br></div><div>All the submissions will be peer-reviewed with the same criteria used for other contributed papers.</div><div><br></div><div>Perspective authors will submit their papers through the IJCNN2015 conference submission system at <a href="http://www.ijcnn.org/">http://www.ijcnn.org/</a></div><div>Please make sure to select the Special Session "Concept Drift, Domain Adaptation & Learning in Dynamic Environments" from the "S. SPECIAL SESSION TOPICS" name in the "Main Research topic" dropdown list;</div><div><br></div><div>Templates and instruction for authors will be provided on the IJCNN webpage <a href="http://www.ijcnn.org/">http://www.ijcnn.org/</a></div><div><br></div><div>All papers submitted to the special sessions will be subject to the same peer-review procedure as regular papers, accepted papers will be published in the conference proceedings.</div><div> </div><div>Further information about IJCNN 2015 can be fond at <a href="http://www.ijcnn.org/">http://www.ijcnn.org/</a></div><div><br></div><div><br></div><div>For any question you may have about the Special Session or paper submission, feel free to contact Giacomo Boracchi, <a href="mailto:giacomo.boracchi@polimi.it">giacomo.boracchi@polimi.it</a></div><div><br></div><div><br></div><div>***********************************************************</div><div>Special Session on</div><div>"Concept Drift, Domain Adaptation & Learning in Dynamic Environments" @ IJCNN 2015</div><div><br></div><div>*Organizes*</div><div>. Giacomo Boracchi (Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Italy) <a href="mailto:giacomo.boracchi@polimi.it">giacomo.boracchi@polimi.it</a></div><div>. Robi Polikar (Rowan University, Glassboro, NJ) <a href="mailto:polikar@rowan.edu">polikar@rowan.edu</a></div><div>. Manuel Roveri (Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Italy) <a href="mailto:manuel.roveri@polimi.it">manuel.roveri@polimi.it</a></div><div><br></div><div>*Technical Program Committee*</div><div>. Cesare Alippi, Politecnico Milano, Italy</div><div>. Alfred Bifet, University of Waikato, New Zealand</div><div>. Gianluca Bontempi, Université Libre de Bruxelles, Belgium</div><div>. Gregory Ditzler, Drexel University, PA, USA</div><div>. Yaochu Jin, University of Surrey, England, UK</div><div>. Georg Krempl, University Magdeburg, Germany</div><div>. Ludmilla Kuncheva, University of Bangor, Wales, UK</div><div>. Leandro L. Minku, University of Birmingham, UK</div><div>. Harris Papadopoulos, Frederick University, Cyprus</div><div>. Leszek Rutkowski, Czestochowa University of Technology, Poland </div><div>. Marley Vellasco, Pontifícia Universidade Católica do Rio de Janeiro, Brasil</div><div>. Shengxiang Yang, Brunel University, England, UK</div><div>***********************************************************</div><div><br></div><div>Giacomo Boracchi, PhD</div><div>DEIB - Dipartimento di Elettronica, Informazione e Bioingegneria</div><div>Politecnico di Milano </div><div>Via Ponzio, 34/5 20133 Milano, Italy.</div><div>Tel. +39 02 2399 3467</div><div><br></div><div><a href="http://home.dei.polimi.it/boracchi/">http://home.dei.polimi.it/boracchi/</a></div><div><br></div></div>
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