Latent Variable Analysis and Signal Separation

13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings

  • Petr Tichavský
  • Massoud Babaie-Zadeh
  • Olivier J.J. Michel
  • Nadège Thirion-Moreau
Conference proceedings LVA/ICA 2017

Part of the Lecture Notes in Computer Science book series (LNCS, volume 10169)

Also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 10169)

About these proceedings


This book constitutes the proceedings of the 13th International Conference on Latent Variable Analysis and Signal Separation, LVA/ICA 2017, held in Grenoble, France, in Feburary 2017. The 53 papers presented in this volume were carefully reviewed and selected from 60 submissions. They were organized in topical sections named: tensor approaches; from source positions to room properties: learning methods for audio scene geometry estimation; tensors and audio; audio signal processing; theoretical developments; physics and bio signal processing; latent variable analysis in observation sciences; ICA theory and applications; and sparsity-aware signal processing. 


blind signal separation dereverbation and denoising independent component analysis speech and audio separation tensor decomposition brain-computer interface constrained optimization crowdsourcing deep neural networks hyperspectral imaging latent variable analysis linear programming machine learning model-independent multimodality neuroscience non-negative matrix factorization room simulation sparsity-promoting methods

Editors and affiliations

  • Petr Tichavský
    • 1
  • Massoud Babaie-Zadeh
    • 2
  • Olivier J.J. Michel
    • 3
  • Nadège Thirion-Moreau
    • 4
  1. 1.Institute of Information Theory and AutomationPragueCzech Republic
  2. 2.Sharif University of TechnologyTehranIran
  3. 3.Grenoble-Alpes UniversityGrenobleFrance
  4. 4.Toulon UniversityToulonFrance

Bibliographic information

  • Book Title Latent Variable Analysis and Signal Separation
  • Book Subtitle 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings
  • Editors Petr Tichavský
    Massoud Babaie-Zadeh
    Olivier J.J. Michel
    Nadège Thirion-Moreau
  • Series Title Lecture Notes in Computer Science
  • Series Abbreviated Title Lect.Notes Computer
  • DOI
  • Copyright Information Springer International Publishing AG 2017
  • Publisher Name Springer, Cham
  • eBook Packages Computer Science Computer Science (R0)
  • Softcover ISBN 978-3-319-53546-3
  • eBook ISBN 978-3-319-53547-0
  • Series ISSN 0302-9743
  • Series E-ISSN 1611-3349
  • Edition Number 1
  • Number of Pages XVI, 576
  • Number of Illustrations 174 b/w illustrations, 0 illustrations in colour
  • Topics Pattern Recognition
    Image Processing and Computer Vision
    Artificial Intelligence
    Simulation and Modeling
    Numeric Computing
    Computer Communication Networks
  • Buy this book on publisher's site

Table of contents

  1. Front Matter
    Pages I-XVI
  2. Tensor Approaches

    1. Front Matter
      Pages 1-1
    2. Christos Chatzichristos, Eleftherios Kofidis, Yiannis Kopsinis, Manuel Morante Moreno, Sergios Theodoridis
      Pages 3-15
    3. Philippe Dreesen, David T. Westwick, Johan Schoukens, Mariya Ishteva
      Pages 16-25
    4. Clément Dorffer, Matthieu Puigt, Gilles Delmaire, Gilles Roussel
      Pages 26-35
    5. Konstantin Usevich, Souleymen Sahnoun, Pierre Comon
      Pages 47-56
  3. From Source Positions to Room Properties: Learning Methods for Audio Scene Geometry Estimation

    1. Front Matter
      Pages 57-57
    2. Bracha Laufer-Goldshtein, Ronen Talmon, Sharon Gannot
      Pages 59-67
    3. Clément Gaultier, Saurabh Kataria, Antoine Deleforge
      Pages 68-79
    4. Mathieu Fontaine, Charles Vanwynsberghe, Antoine Liutkus, Roland Badeau
      Pages 80-88
    5. Dalia El Badawy, Ivan Dokmanić, Martin Vetterli
      Pages 89-98
  4. Tensors and Audio

    1. Front Matter
      Pages 109-109
    2. Gabriel Hollander, Philippe Dreesen, Mariya Ishteva, Johan Schoukens
      Pages 111-120
    3. Ngoc Q. K. Duong, Pierre Berthet, Sidkièta Zabre, Michel Kerdranvat, Alexey Ozerov, Louis Chevallier
      Pages 121-130
    4. Niko Lietzén, Klaus Nordhausen, Pauliina Ilmonen
      Pages 131-140
    5. Narumi Mae, Masaru Ishimura, Shoji Makino, Daichi Kitamura, Nobutaka Ono, Takeshi Yamada et al.
      Pages 141-151
    6. Jeremy E. Cohen, Pierre Comon, Nicolas Gillis
      Pages 152-161
    7. Farnaz Sedighin, Massoud Babaie-Zadeh, Bertrand Rivet, Christian Jutten
      Pages 162-171
    8. Ondřej Šembera, Petr Tichavský, Zbyněk Koldovský
      Pages 172-181
    9. Ofer Schwartz, Sebastian Braun, Sharon Gannot, Emanuël A. P. Habets
      Pages 182-191
    10. Xuan Vu, Caroline Chaux, Nadège Thirion-Moreau, Sylvain Maire
      Pages 201-210
    11. Andrew J. R. Simpson, Gerard Roma, Emad M. Grais, Russell D. Mason, Christopher Hummersone, Mark D. Plumbley
      Pages 211-221
  5. Audio Signal Processing

    1. Front Matter
      Pages 223-223
    2. Laurent Girin, Roland Badeau
      Pages 225-235
    3. Emad M. Grais, Gerard Roma, Andrew J. R. Simpson, Mark D. Plumbley
      Pages 236-246
    4. Pritish Chandna, Marius Miron, Jordi Janer, Emilia Gómez
      Pages 258-266
  6. Theoretical Developments

    1. Front Matter
      Pages 267-267
    2. Jair Montoya-Martínez, Jean-François Cardoso, Alexandre Gramfort
      Pages 279-289
    3. Florent Bouchard, Jérôme Malick, Marco Congedo
      Pages 290-299
    4. Denis G. Fantinato, Leonardo T. Duarte, Bertrand Rivet, Bahram Ehsandoust, Romis Attux, Christian Jutten
      Pages 300-309
  7. Physics and Bio Signal Processing

    1. Front Matter
      Pages 321-321
    2. Antoine Liutkus, Fabian-Robert Stöter, Zafar Rafii, Daichi Kitamura, Bertrand Rivet, Nobutaka Ito et al.
      Pages 323-332
    3. Hagit Messer
      Pages 333-343
    4. Yang Liu, Wenwu Wang, Jonathon Chambers, Volkan Kilic, Adrian Hilton
      Pages 344-353
  8. Latent Variable Analysis in Observation Sciences

    1. Front Matter
      Pages 355-355
    2. Lucas Drumetz, Guillaume Tochon, Jocelyn Chanussot, Christian Jutten
      Pages 381-391
    3. Afonso Teodoro, José Bioucas-Dias, Mário Figueiredo
      Pages 392-402
  9. ICA Theory and Applications