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Artificial Neural Networks and Machine Learning – ICANN 2019: Workshop and Special Sessions

28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings

  • Igor V. Tetko
  • Věra Kůrková
  • Pavel Karpov
  • Fabian Theis
Conference proceedings ICANN 2019

Part of the Lecture Notes in Computer Science book series (LNCS, volume 11731)

Also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11731)

Table of contents

  1. Front Matter
    Pages i-xxxii
  2. Workshop: Reservoir Computing - Methodology

    1. Front Matter
      Pages 1-6
    2. Stephan Tietz, Doreen Jirak, Stefan Wermter
      Pages 7-18
    3. Anthony Strock, Nicolas Rougier, Xavier Hinaut
      Pages 19-23
    4. Felix Meyer zu Driehausen, Rüdiger Busche, Johannes Leugering, Gordon Pipa
      Pages 24-34
    5. Taisuke Kobayashi, Toshiki Sugino
      Pages 35-47
    6. Giuseppe Franco, Luca Cerina, Claudio Gallicchio, Alessio Micheli, Marco Domenico Santambrogio
      Pages 48-61
    7. Claudio Gallicchio, Alessio Micheli
      Pages 62-75
    8. Takanori Akiyama, Gouhei Tanaka
      Pages 82-88
    9. Pietro Verzelli, Cesare Alippi, Lorenzo Livi
      Pages 89-93
    10. Alexander Popov, Petia Koprinkova-Hristova, Kiril Simov, Petya Osenova
      Pages 94-109
    11. Rajkumar Ramamurthy, Robin Stenzel, Rafet Sifa, Anna Ladi, Christian Bauckhage
      Pages 110-120
    12. Mantas Lukoševičius, Arnas Uselis
      Pages 121-133
  3. Workshop: Reservoir Computing - Physical Implementations

    1. Front Matter
      Pages 135-135
    2. Tomoyuki Kubota, Kohei Nakajima, Hirokazu Takahashi
      Pages 137-148
    3. Jean-Pierre Locquet, PHRESCO Partners
      Pages 149-155
    4. Piotr Antonik, Nicolas Marsal, Daniel Brunner, Damien Rontani
      Pages 156-160
    5. Stijn Sackesyn, Chonghuai Ma, Andrew Katumba, Joni Dambre, Peter Bienstman
      Pages 161-164
    6. Jean Benoit Héroux, Naoki Kanazawa, Piotr Antonik
      Pages 165-169
    7. Miguel C. Soriano, Pau Massuti-Ballester, Jesús Yelo, Ingo Fischer
      Pages 170-174
    8. Piotr Antonik, Nicolas Marsal, Daniel Brunner, Damien Rontani
      Pages 175-179
    9. Jeremy Vatin, Damien Rontani, Marc Sciamanna
      Pages 180-183
    10. Xavier Porte, Louis Andreoli, Maxime Jacquot, Laurent Larger, Daniel Brunner
      Pages 184-192
  4. Special Session: Artificial Intelligence in Medicine

    1. Front Matter
      Pages 201-204
    2. Vadim Liventsev, Irina Fedulova, Dmitry Dylov
      Pages 243-257
    3. Hengjin Ke, Dan Chen, Lei Zhang, XinHua Zhang, Xianzeng Liu, Xiaoli Li
      Pages 258-272
    4. Runze Wang, Yanan Guo, Wendao Wang, Yide Ma
      Pages 273-283
    5. Manish Mishra, Sabine Schmitt, Hans Zischka, Michael Strasser, Nassir Navab, Carsten Marr et al.
      Pages 289-298
    6. Bogdan Kwolek, Michał Koziarski, Andrzej Bukała, Zbigniew Antosz, Bogusław Olborski, Paweł Wąsowicz et al.
      Pages 299-312
    7. Konrad Kwolek, Henryk Liszka, Bogdan Kwolek, Artur Gądek
      Pages 313-325
    8. Junxiu Liu, Mingxing Li, Yuling Luo, Su Yang, Senhui Qiu
      Pages 326-337
    9. Zakhriya Alhassan, David Budgen, Ali Alessa, Riyad Alshammari, Tahani Daghstani, Noura Al Moubayed
      Pages 338-350
  5. Special Session: Informed and Explainable Methods for Machine Learning

    1. Front Matter
      Pages 351-352
    2. Alex Sarishvili, Andreas Wirsen, Mats Jirstrand
      Pages 353-364
    3. Christian Bauckhage, Rafet Sifa, Tiansi Dong
      Pages 365-376
    4. Raoul Heese, Michał Walczak, Lukas Morand, Dirk Helm, Michael Bortz
      Pages 391-395
    5. Jader Abreu, Luis Fred, David Macêdo, Cleber Zanchettin
      Pages 396-402
    6. Magnus Önnheim, Pontus Andersson, Emil Gustavsson, Mats Jirstrand
      Pages 403-407
    7. Shogo Kitamura, Yuichi Nonaka
      Pages 408-419
    8. Rendani Mbuvha, Illyes Boulkaibet, Tshilidzi Marwala
      Pages 420-425
    9. Mohsin Munir, Shoaib Ahmed Siddiqui, Ferdinand Küsters, Dominique Mercier, Andreas Dengel, Sheraz Ahmed
      Pages 426-439
    10. Itay Mosafi, Eli (Omid) David, Nathan S. Netanyahu
      Pages 440-455
    11. Guglielmo Faggioli, Mirko Polato, Ivano Lauriola, Fabio Aiolli
      Pages 456-468

Other volumes

  1. 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part I
  2. 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part II
  3. 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part III
  4. 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part IV
  5. Artificial Neural Networks and Machine Learning – ICANN 2019: Workshop and Special Sessions
    28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings

About these proceedings

Introduction

The proceedings set LNCS 11727, 11728, 11729, 11730, and 11731 constitute the proceedings of the 28th International Conference on Artificial Neural Networks, ICANN 2019, held in Munich, Germany, in September 2019. 
The total of 277 full papers and 43 short papers presented in these proceedings was carefully reviewed and selected from 494 submissions. They were organized in 5 volumes focusing on theoretical neural computation; deep learning; image processing; text and time series; and workshop and special sessions. 

Keywords

artificial intelligence classification clustering computer networks echo state networks image processing image reconstruction image segmentation learning algorithms machine learning neural networks optical communication photonics recurrent neural networks Reservoir Computing semantics signal processing Support Vector Machines (SVM) telecommunication networks telecommunication traffic

Editors and affiliations

  1. 1.Helmholtz Zentrum München - Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH)NeuherbergGermany
  2. 2.Institute of Computer ScienceCzech Academy of SciencesPrague 8Czech Republic
  3. 3.Helmholtz Zentrum München - Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH)NeuherbergGermany
  4. 4.Helmholtz Zentrum München - Deutsches Forschungszentrum für Gesundheit und Umwelt (GmbH)NeuherbergGermany

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-030-30493-5
  • Copyright Information Springer Nature Switzerland AG 2019
  • Publisher Name Springer, Cham
  • eBook Packages Computer Science
  • Print ISBN 978-3-030-30492-8
  • Online ISBN 978-3-030-30493-5
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • Buy this book on publisher's site
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