Latent Variable Analysis and Signal Separation: 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings PDF
Preview 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 (Eds.) 9 6 1 Latent Variable Analysis 0 1 S C and Signal Separation N L 13th International Conference, LVA/ICA 2017 Grenoble, France, February 21–23, 2017 Proceedings 123 Lecture Notes in Computer Science 10169 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, Lancaster, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Friedemann Mattern ETH Zurich, Zurich, Switzerland John C. Mitchell Stanford University, Stanford, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel C. Pandu Rangan Indian Institute of Technology, Madras, India Bernhard Steffen TU Dortmund University, Dortmund, Germany Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max Planck Institute for Informatics, Saarbrücken, Germany More information about this series at http://www.springer.com/series/7407 ý Petr Tichavsk Massoud Babaie-Zadeh (cid:129) è Olivier J.J. Michel Nad ge Thirion-Moreau (Eds.) (cid:129) Latent Variable Analysis and Signal Separation 13th International Conference, LVA/ICA 2017 – Grenoble, France, February 21 23, 2017 Proceedings 123 Editors Petr Tichavský Olivier J.J. Michel Institute of Information Theory Grenoble-Alpes University andAutomation Grenoble Prague France Czech Republic NadègeThirion-Moreau MassoudBabaie-Zadeh ToulonUniversity Sharif University of Technology Toulon Tehran France Iran ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Computer Science ISBN 978-3-319-53546-3 ISBN978-3-319-53547-0 (eBook) DOI 10.1007/978-3-319-53547-0 LibraryofCongressControlNumber:2017931540 LNCSSublibrary:SL1–TheoreticalComputerScienceandGeneralIssues ©SpringerInternationalPublishingAG2017 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface Thisvolumegathersthefullarticles presented atthe13th International Conference on Latent Variable Analysis and Signal Separation, LVA/ICA 2017, which was held during February 21–23, 2017, and was hosted by the Grenoble-Alpes University, in Grenoble, France, at the GreEn-Er School of Engineering. Sinceitsinceptionin1999,underthename“IndependentComponentAnalysisand Blind Source Separation (ICA),” the series of LVA conferences (held approximately every 18 months) have attracted hundreds of researchers and practitioners. The con- ference has continuously broadened its horizons and scope of applications. The LVA/ICA research topics encompass a wide range of general mixtures of latent vari- ablemodelsbutalsotheoriesandtoolsdrawnfromagreatvarietyofdisciplinessuchas signalandimageprocessing,appliedstatistics,machinelearning,linearandmultilinear algebra, numerical analysis, optimization, etc. These research areas are of interest to numerous application fields ranging from audio, telecommunications, food industry, biochemistry, to biomedical engineering or observation sciences to cite a few. Thus it offersveryexcitinginterdisciplinaryinteractions.Italsoconstitutesamulti-disciplinary discussion forum for scientists and engineers where they can gain access to a broad understanding of the state of the research in the field, keep up to date with active research areas, discover or address the main theoretical challenges, but also face real-world problems and share experiences. Thiseditionoftheconferencealsomarksareturntoitsroots,sincethefirstedition was held in Aussois, which, like Grenoble, is located in France in the Rhône Alpes region. This volume of Springer’s Lecture Notes in Computer Science (LNCS) con- tinues the tradition, which began in ICA 2004 (held in Granada, Spain), of publishing the conference proceedings in this form. For this 13th issue of the LVA-ICA international conference, 58 full papers were submittedtoregularsessionsandtospecialsessions.Eachsubmissionofaregularfull paperwaspeerreviewedbyatleasttwomembersofourTechnicalProgramCommittee (TPC)orbycompetentadditionalreviewersassignedbytheTPCmembers.Mostpapers received three reviews. From these 58 submitted papers, 53 were accepted as oral (31papers)andposter(22papers)presentations.Theconferenceprogramincludedtwo special sessions: “From Source Positions to Room Properties: Learning Methods for Audio Scene Geometry Estimation” and “Latent Variable Analysis in Observation Sciences,”proposedandchairedbyR.Gribonval(InriaRennes,France),andY.Deville (Toulouse University, France). Regular topics included: theoretical developments (dictionaryandmanifoldlearning,optimizationalgorithms,performanceanalysis,etc.); audiosignalprocessingapplications;tensor-basedmethodsforblindsignalseparation; signalprocessingforphysics,biology,andbiomedicalapplications;andsparsityaware signalprocessing. VI Preface TheOrganizingCommitteewaspleasedtoinvitethreeleadingexpertsinthesefields for keynote lectures: (cid:129) Sharon Gannot (Bar-Ilan University, Israel), (cid:129) Olivier François (Grenoble-Alpes University, France), (cid:129) José Bioucas-Dias (University of Lisbon, Portugal). Awareofthegrowinginterestinemerging,aswellasinclassicLVA-relatedtopics among novice and veteran researchers alike, the Organizing Committee decided to precede the conference by a one-day advanced Winter School on LVA and Advanced Data, with the support of LabEx PERSYVAL (Grenoble-Alpes University), including plenary lectures given by: (cid:129) Nikos Sidiropoulos (University of Minnesota, USA), (cid:129) Jean-François Cardoso (Paris-Saclay University, France), (cid:129) Pierre Comon (Grenoble-Alpes University, France), (cid:129) Christian Jutten (Grenoble-Alpes University, France). The LVA-ICA conference was followed by a special one-day workshop organized with the support of European Research Council projects DECODA and CHESS. The conference also provided a forum for the sixth community-based Signal Sepa- ration Evaluation Campaign (SiSEC 2017). SiSEC 2017 successfully continued the series of evaluation campaigns initiated at ICA 2007, in London. This year’s SiSEC campaignfeaturedfiveroundrobintests:fouraudiotasksconsistingofunderdetermined speech and music mixtures (UND), two-channel mixtures of speech and real-world background noise (BGN), professionally produced music recordings (MUS), asyn- chronous recordings of speech mixtures (ASY),and one biomedical task on recording of thesounds generated by theheart (BIO). The success of the LVA/ICA 2017 conference was the result of the hard work of many people and the support of many sponsors (Grenoble-Alpes University, Toulon University, CNRS, Région Auvergne-Rhône Alpes, Agglomération de Grenoble), whomwewishtowarmlythankhere.First,wewishtothankalltheauthorsandallthe members of the TPC, without whom this high-quality volume would not exist. We also want to express our gratitude to the members of the International LVA Steering Committee for their continued support to the conference, as well as to the SiSEC 2017 organizers and finally to the local Organizing Committee. February 2017 Petr Tichavský Massoud Babaie-Zadeh Olivier Michel Nadège Thirion-Moreau Organization General Chairs Olivier J.J. Michel Grenoble-Alpes University, Grenoble-INP, France Nadège Thirion-Moreau University of Toulon and Aix Marseille, France Program Chairs Petr Tichavský Institute of Information Theory and Automation, Czech Republic Massoud Babaie-Zadeh Sharif University of Technology, Tehran, Iran Organization GIPSA-Lab, Grenoble-Alpes University, France LSIS, Toulon and Aix Marseille Universities, France Special Sessions Organizers Rémi Gribonval Inria, Rennes, France Yannick Deville Toulouse University, France SiSEC Chair Antoine Liutkus Inria, Nancy, France Sponsors CNRS, France Grenoble-Alpes University, France Grenoble-INP Toulon and Aix Marseille Universities, France European Research Council projects CHESS (C. Jutten) and DECODA (P. Comon) Région Auvergne-Rhône Alpes, France La Métro, Grenoble International Steering Committee Tülay Adali University of Maryland, Baltimore County, USA Andrzej Cichocki Riken Brain Science Institute, Japan VIII Organization Lieven De Lathauwer K.U. Leuwen, Belgium Rémi Gribonval Irisa, Rennes, France Christian Jutten Grenoble-Alpes University, France Shoji Makino University of Tsukuba, Japan Nobutaka Ono National Institute of Informatics/SOKENDAI, Japan Mark Plumbley University of Surrey, UK Paris Smaragdis University of Illinois at Urbana-Champaign, USA Petr Tichavský The Czech Academy of Sciences, Czech Republic Emmanuel Vincent Inria Nancy, France Arie Yeredor Tel Aviv University, Israel Program Committee Tülay Adali University of Maryland, Baltimore County, USA Sophie Achard CNRS, Grenoble, France Shoko Araki NTT Communication Science Laboratories, Japan Pierre Comon CNRS, Grenoble, France Massoud Babaie-Zadeh Sharif University of Technology, Tehran, Iran David Brie University of Lorraine, France Marc Castella Telecom SudParis, France Charles Casimiro Cavalcante Federal University of Ceará, Brazil A. Taylan Cemgil Boğaziçi University, Turkey Jeremy Cohen University of Mons, Belgium Sergio Cruces University of Seville, Spain Guanghui Cheng University of Chengdu, China Otto Debals K.U. Leuven, Belgium Yannick Deville University of Toulouse, France Nicolas Dobigeon University of Toulouse, France Sharon Gannot Bar-Ilan University, Israel Nicolas Gillis University of Mons, Belgium Martin Haardt Ilmenau University of Technology, Germany Mariya Ishteva University of Brussel, Belgium Zbyněk Koldovský Technical University of Liberec, Czech Republic Ivica Kopriva Rudjer Boskovich Institute, Croatia Dana Lahat Grenoble-Alpes University, France Elmar Lang University of Regensburg, Germany Olivier Michel Grenoble-Alpes University, France Sebastian Miron University of Lorraine, France Ali Mansour ENSTA Bretagne, France Ali Mohammad Djafari CNRS, Paris, France Eric Moreau University of Toulon, France Francesco Nesta Conexant Systems, USA Nobutaka Ono National Institute of Informatics/SOKENDAI, Japan Anh-Huy Phan RIKEN, Japan Ronald Phlypo Grenoble-Alpes University, France Mark Plumbley University of Surrey, UK Organization IX Mohammad Shamsollahi Sharif University of Technology, Tehran, Iran Bertrand Rivet Grenoble-Alpes University, France Saeid Sanei University of Surrey, UK Hao Shen TU Munich, Germany Nikos Sidiropoulos University of Minnesota, USA Paris Smaragdis University of Illinois at Urbana-Champaign, USA Nadège Thirion-Moreau University of Toulon, France Petr Tichavský The Czech Academy of Sciences, Czech Republic Leonardo Tomazeli Duarte University of Campinas, Brazil Konstantin Usevich Grenoble-Alpes University, France Emmanuel Vincent Inria Nancy, France DeLiang Wang Ohio State University, USA Vicente Zarzoso University of Nice Sophia Antipolis, France
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