Latent Variable Analysis and Signal Separation: 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings

Front Matter....Pages I-XVI
Front Matter....Pages 1-1
Higher-Order Block Term Decomposition for Spatially Folded fMRI Data....Pages 3-15
Modeling Parallel Wiener-Hammerstein Systems Using Tensor Decomposition of Volterra Kernels....Pages 16-25
Fast Nonnegative Matrix Factorization and Completion Using Nesterov Iterations....Pages 26-35
Blind Source Separation of Single Channel Mixture Using Tensorization and Tensor Diagonalization....Pages 36-46
High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation?....Pages 47-56
Front Matter....Pages 57-57
Speaker Tracking on Multiple-Manifolds with Distributed Microphones....Pages 59-67
VAST: The Virtual Acoustic Space Traveler Dataset....Pages 68-79
Sketching for Nearfield Acoustic Imaging of Heavy-Tailed Sources....Pages 80-88
Acoustic DoA Estimation by One Unsophisticated Sensor....Pages 89-98
Acoustic Source Localization by Combination of Supervised Direction-of-Arrival Estimation with Disjoint Component Analysis....Pages 99-108
Front Matter....Pages 109-109
An Initialization Method for Nonlinear Model Reduction Using the CP Decomposition....Pages 111-120
Audio Zoom for Smartphones Based on Multiple Adaptive Beamformers....Pages 121-130
Complex Valued Robust Multidimensional SOBI....Pages 131-140
Ego Noise Reduction for Hose-Shaped Rescue Robot Combining Independent Low-Rank Matrix Analysis and Multichannel Noise Cancellation....Pages 141-151
Some Theory on Non-negative Tucker Decomposition....Pages 152-161
A New Algorithm for Multimodal Soft Coupling....Pages 162-171
Adaptive Blind Separation of Instantaneous Linear Mixtures of Independent Sources....Pages 172-181
Source Separation, Dereverberation and Noise Reduction Using LCMV Beamformer and Postfilter....Pages 182-191
Toward Rank Disaggregation: An Approach Based on Linear Programming and Latent Variable Analysis....Pages 192-200
A Proximal Approach for Nonnegative Tensor Decomposition....Pages 201-210
Front Matter....Pages 109-109
Psychophysical Evaluation of Audio Source Separation Methods....Pages 211-221
Front Matter....Pages 223-223
On the Use of Latent Mixing Filters in Audio Source Separation....Pages 225-235
Discriminative Enhancement for Single Channel Audio Source Separation Using Deep Neural Networks....Pages 236-246
Audiovisual Speech Separation Based on Independent Vector Analysis Using a Visual Voice Activity Detector....Pages 247-257
Monoaural Audio Source Separation Using Deep Convolutional Neural Networks....Pages 258-266
Front Matter....Pages 267-267
On the Behaviour of the Estimated Fourth-Order Cumulants Matrix of a High-Dimensional Gaussian White Noise....Pages 269-278
Caveats with Stochastic Gradient and Maximum Likelihood Based ICA for EEG....Pages 279-289
Approximate Joint Diagonalization According to the Natural Riemannian Distance....Pages 290-299
Gaussian Processes for Source Separation in Overdetermined Bilinear Mixtures....Pages 300-309
Model-Independent Method of Nonlinear Blind Source Separation....Pages 310-319
Front Matter....Pages 321-321
The 2016 Signal Separation Evaluation Campaign....Pages 323-332
Multimodality for Rainfall Measurement....Pages 333-343
Particle Flow SMC-PHD Filter for Audio-Visual Multi-speaker Tracking....Pages 344-353
Front Matter....Pages 355-355
Estimation of the Intrinsic Dimensionality in Hyperspectral Imagery via the Hubness Phenomenon....Pages 357-366
A Blind Identification and Source Separation Method Based on Subspace Intersections for Hyperspectral Astrophysical Data....Pages 367-380
Estimating the Number of Endmembers to Use in Spectral Unmixing of Hyperspectral Data with Collaborative Sparsity....Pages 381-391
Sharpening Hyperspectral Images Using Plug-and-Play Priors....Pages 392-402
On Extracting the Cosmic Microwave Background from Multi-channel Measurements....Pages 403-413
Front Matter....Pages 415-415
Kernel-Based NPLS for Continuous Trajectory Decoding from ECoG Data for BCI Applications....Pages 417-426
On the Optimal Non-linearities for Gaussian Mixtures in FastICA....Pages 427-437
Front Matter....Pages 415-415
Fast Disentanglement-Based Blind Quantum Source Separation and Process Tomography: A Closed-Form Solution Using a Feedback Classical Adapting Structure....Pages 438-448
Blind Separation of Cyclostationary Sources with Common Cyclic Frequencies....Pages 449-458
Adaptation of a Gaussian Mixture Regressor to a New Input Distribution: Extending the C-GMR Framework....Pages 459-468
Efficient Optimization of the Adaptive ICA Function with Estimating the Number of Non-Gaussian Sources....Pages 469-478
Feasibility of WiFi Site-Surveying Using Crowdsourced Data....Pages 479-488
On Minimum Entropy Deconvolution of Bi-level Images....Pages 489-498
A Joint Second-Order Statistics and Density Matching-Based Approach for Separation of Post-Nonlinear Mixtures....Pages 499-508
Optimal Measurement Times for Observing a Brownian Motion over a Finite Period Using a Kalman Filter....Pages 509-518
On Disjoint Component Analysis....Pages 519-528
Front Matter....Pages 529-529
Accelerated Dictionary Learning for Sparse Signal Representation....Pages 531-541
BSS with Corrupted Data in Transformed Domains....Pages 542-552
Multimodal Approach to Remove Ocular Artifacts from EEG Signals Using Multiple Measurement Vectors....Pages 553-562
Back Matter....Pages 563-573
....Pages 575-576