Latent Variable Analysis and Signal Separation

Front Matter ....Pages I-XVII
Front Matter ....Pages 1-1
 Robust Multilinear Decomposition of Low Rank Tensors  (Xu Han, Laurent Albera, Amar Kachenoura, Huazhong Shu, Lotfi Senhadji)....Pages 3-12
 Multichannel Audio Modeling with Elliptically Stable Tensor Decomposition  (Mathieu Fontaine, Fabian-Robert Stöter, Antoine Liutkus, Umut Şimşekli, Romain Serizel, Roland Badeau)....Pages 13-23
 Sum Conditioned Poisson Factorization  (Gökhan Çapan, Semih Akbayrak, Taha Yusuf Ceritli, Ali Taylan Cemgil)....Pages 24-35
 Curve Registered Coupled Low Rank Factorization  (Jeremy Emile Cohen, Rodrigo Cabral Farias, Bertrand Rivet)....Pages 36-45
 Source Analysis and Selection Using Block Term Decomposition in Atrial Fibrillation  (Pedro Marinho R. de Oliveira, Vicente Zarzoso)....Pages 46-56
 Some Issues in Computing the CP Decomposition of NonNegative Tensors  (Mohamad Jouni, Mauro Dalla Mura, Pierre Comon)....Pages 57-66
Front Matter ....Pages 67-67
 A Grassmannian Minimum Enclosing Ball Approach for Common Subspace Extraction  (Emilie Renard, Kyle A. Gallivan, P.-A. Absil)....Pages 69-78
 Decoupling Multivariate Functions Using Second-Order Information and Tensors  (Philippe Dreesen, Jeroen De Geeter, Mariya Ishteva)....Pages 79-88
 Nonnegative PARAFAC2: A Flexible Coupling Approach  (Jeremy E. Cohen, Rasmus Bro)....Pages 89-98
 Applications of Polynomial Common Factor Computation in Signal Processing  (Ivan Markovsky, Antonio Fazzi, Nicola Guglielmi)....Pages 99-106
 Joint Nonnegative Matrix Factorization for Underdetermined Blind Source Separation in Nonlinear Mixtures  (Ivica Kopriva)....Pages 107-115
 Image Completion with Nonnegative Matrix Factorization Under Separability Assumption  (Tomasz Sadowski, Rafał Zdunek)....Pages 116-126
 Feature Selection in Weakly Coherent Matrices  (Stéphane Chrétien, Olivier Ho)....Pages 127-138
 Variable Projection Applied to Block Term Decomposition of Higher-Order Tensors  (Guillaume Olikier, P.-A. Absil, Lieven De Lathauwer)....Pages 139-148
Front Matter ....Pages 149-149
 Accelerating Likelihood Optimization for ICA on Real Signals  (Pierre Ablin, Jean-François Cardoso, Alexandre Gramfort)....Pages 151-160
 Orthogonally-Constrained Extraction of Independent Non-Gaussian Component from Non-Gaussian Background Without ICA  (Zbyněk Koldovský, Petr Tichavský, Nobutaka Ono)....Pages 161-170
 A New Link Between Joint Blind Source Separation Using Second Order Statistics and the Canonical Polyadic Decomposition  (Dana Lahat, Christian Jutten)....Pages 171-180
Front Matter ....Pages 181-181
 A Blind Source Separation Method Based on Output Nonlinear Correlation for Bilinear Mixtures  (Andréa Guerrero, Yannick Deville, Shahram Hosseini)....Pages 183-192
 Using Taylor Series Expansions and Second-Order Statistics for Blind Source Separation in Post-Nonlinear Mixtures  (Denis G. Fantinato, Leonardo T. Duarte, Yannick Deville, Christian Jutten, Romis Attux, Aline Neves)....Pages 193-203
 New Classes of Blind Quantum Source Separation and Process Tomography Methods Based on Spin Component Measurements Along Two Directions  (Yannick Deville, Alain Deville)....Pages 204-214
Front Matter ....Pages 215-215
 Blind Signal Separation by Synchronized Joint Diagonalization  (Hiroshi Sawada)....Pages 217-227
 Exploiting Structures of Temporal Causality for Robust Speaker Localization in Reverberant Environments  (Christopher Schymura, Peng Guo, Yanir Maymon, Boaz Rafaely, Dorothea Kolossa)....Pages 228-237
 Relative Transfer Function Estimation from Speech Keywords  (Ryan M. Corey, Andrew C. Singer)....Pages 238-247
 On the Number of Signals in Multivariate Time Series  (Markus Matilainen, Klaus Nordhausen, Joni Virta)....Pages 248-258
 A Generative Model for Natural Sounds Based on Latent Force Modelling  (William J. Wilkinson, Joshua D. Reiss, Dan Stowell)....Pages 259-269
 Independent Vector Analysis Exploiting Pre-learned Banks of Relative Transfer Functions for Assumed Target’s Positions  (Jaroslav Čmejla, Tomáš Kounovský, Jiří Málek, Zbyněk Koldovský)....Pages 270-279
 Does k Matter? k-NN Hubness Analysis for Kernel Additive Modelling Vocal Separation  (Delia Fano Yela, Dan Stowell, Mark Sandler)....Pages 280-289
Front Matter ....Pages 291-291
 The 2018 Signal Separation Evaluation Campaign  (Fabian-Robert Stöter, Antoine Liutkus, Nobutaka Ito)....Pages 293-305
 Improving Single-Network Single-Channel Separation of Musical Audio with Convolutional Layers  (Gerard Roma, Owen Green, Pierre Alexandre Tremblay)....Pages 306-315
Front Matter ....Pages 317-317
 Training Strategies for Deep Latent Models and Applications to Speech Presence Probability Estimation  (Shlomo E. Chazan, Sharon Gannot, Jacob Goldberger)....Pages 319-328
 Jointly Detecting and Separating Singing Voice: A Multi-Task Approach  (Daniel Stoller, Sebastian Ewert, Simon Dixon)....Pages 329-339
 Multi-Resolution Fully Convolutional Neural Networks for Monaural Audio Source Separation  (Emad M. Grais, Hagen Wierstorf, Dominic Ward, Mark D. Plumbley)....Pages 340-350
 Long-Term SNR Estimation Using Noise Residuals and a Two-Stage Deep-Learning Framework  (Xuan Dong, Donald S. Williamson)....Pages 351-360
 Improving Reverberant Speech Separation with Binaural Cues Using Temporal Context and Convolutional Neural Networks  (Alfredo Zermini, Qiuqiang Kong, Yong Xu, Mark D. Plumbley, Wenwu Wang)....Pages 361-371
 Generating Talking Face Landmarks from Speech  (Sefik Emre Eskimez, Ross K. Maddox, Chenliang Xu, Zhiyao Duan)....Pages 372-381
Front Matter ....Pages 383-383
 An Approximate Message Passing Approach for DOA Estimation in Phase Noisy Environments  (Guillaume Beaumont, Ronan Fablet, Angélique Drémeau)....Pages 385-394
 An Expectation-Maximization Approach to Tuning Generalized Vector Approximate Message Passing  (Christopher A. Metzler, Philip Schniter, Richard G. Baraniuk)....Pages 395-406
 A Study on the Benefits of Phase-Aware Speech Enhancement in Challenging Noise Scenarios  (Martin Krawczyk-Becker, Timo Gerkmann)....Pages 407-416
 Phase Reconstruction for Time-Frequency Inpainting  (A. Marina Krémé, Valentin Emiya, Caroline Chaux)....Pages 417-426
Front Matter ....Pages 427-427
 Revisiting Synthesis Model in Sparse Audio Declipper  (Pavel Záviška, Pavel Rajmic, Zdeněk Průša, Vítězslav Veselý)....Pages 429-445
 Consistent Dictionary Learning for Signal Declipping  (Lucas Rencker, Francis Bach, Wenwu Wang, Mark D. Plumbley)....Pages 446-455
 Learning Fast Dictionaries for Sparse Representations Using Low-Rank Tensor Decompositions  (Cássio F. Dantas, Jérémy E. Cohen, Rémi Gribonval)....Pages 456-466
 Truncated Variational Sampling for ‘Black Box’ Optimization of Generative Models  (Jörg Lücke, Zhenwen Dai, Georgios Exarchakis)....Pages 467-478
 Using Hankel Structured Low-Rank Approximation for Sparse Signal Recovery  (Ivan Markovsky, Pier Luigi Dragotti)....Pages 479-487
 Probabilistic Sparse Non-negative Matrix Factorization  (Jesper Løve Hinrich, Morten Mørup)....Pages 488-498
Front Matter ....Pages 499-499
 Application of Independent Component Analysis to Tumor Transcriptomes Reveals Specific and Reproducible Immune-Related Signals  (Urszula Czerwinska, Laura Cantini, Ulykbek Kairov, Emmanuel Barillot, Andrei Zinovyev)....Pages 501-513
 Probit Latent Variables Estimation for a Gaussian Process Classifier: Application to the Detection of High-Voltage Spindles  (Rémi Souriau, Vincent Vigneron, Jean Lerbet, Hsin Chen)....Pages 514-523
 Spatial Filtering of EEG Signals to Identify Periodic Brain Activity Patterns  (Dounia Mulders, Cyril de Bodt, Nicolas Lejeune, André Mouraux, Michel Verleysen)....Pages 524-533
 Static and Dynamic Modeling of Absence Epileptic Seizures Using Depth Recordings  (Saeed Akhavan, Ronald Phlypo, Hamid Soltanian-Zadeh, Mahmoud Kamarei, Christian Jutten)....Pages 534-544
Front Matter ....Pages 545-545
 Multichannel Audio Source Separation Exploiting NMF-Based Generic Source Spectral Model in Gaussian Modeling Framework  (Thanh Thi Hien Duong, Ngoc Q. K. Duong, Cong-Phuong Nguyen, Quoc-Cuong Nguyen)....Pages 547-557
 Perceptual Evaluation of Blind Source Separation in Object-Based Audio Production  (Philip Coleman, Qingju Liu, Jon Francombe, Philip J. B. Jackson)....Pages 558-567
 Muticriteria Decision Making Based on Independent Component Analysis: A Preliminary Investigation Considering the TOPSIS Approach  (Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, João Marcos Travassos Romano)....Pages 568-577
Back Matter ....Pages 579-580