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Machine Sensing Training Network

Deliverables

Journal papers

Articles submitted to journals

D1-5.1 State-of-the-art reviews

Across Work Packages WP1 - WP5

D1-5.2 Initial findings report

Across work packages WP1 - WP5

D1-5.3 Final reports

Across work packages WP1 - WP5.

Conference presentations

Presentations of research results at conferences

1st Summer School

Includes Network Mtg See section 2.2.1 of Annex 1

2nd Summer School

Combined with D7.2 First Workshop See section 2.2.1 of Annex 1

1st Workshop

Combined with D6.5 2nd Summer School See section 2.2.1 of Annex 1

Final Workshop

Includes network meeting See section 2.2.1 of Annex 1

Public engagement activities

See section 3.3.1 of Annex 1

Publications

Quantification of Metabolites in Magnetic Resonance Spectroscopic Imaging Using Machine Learning

Author(s): Dhritiman Das, Eduardo Coello, Rolf F. Schulte, Bjoern H. Menze
Published in: Physics and Engineering of Metallic Materials - Proceedings of Chinese Materials Conference 2018, Issue 217, 2019, Page(s) 462-470
DOI: 10.1007/978-3-319-66179-7_53

DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning

Author(s): Cagdas Ulas, Giles Tetteh, Stephan Kaczmarz, Christine Preibisch, Bjoern H. Menze
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I, Issue 11070, 2018, Page(s) 30-38
DOI: 10.1007/978-3-030-00928-1_4

Direct Estimation of Pharmacokinetic Parameters from DCE-MRI Using Deep CNN with Forward Physical Model Loss

Author(s): Cagdas Ulas, Giles Tetteh, Michael J. Thrippleton, Paul A. Armitage, Stephen D. Makin, Joanna M. Wardlaw, Mike E. Davies, Bjoern H. Menze
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I, Issue 11070, 2018, Page(s) 39-47
DOI: 10.1007/978-3-030-00928-1_5

Structured Sequence Modeling with Graph Convolutional Recurrent Networks

Author(s): Youngjoo Seo, Michaël Defferrard, Pierre Vandergheynst, Xavier Bresson
Published in: Neural Information Processing - 25th International Conference, ICONIP 2018, Siem Reap, Cambodia, December 13-16, 2018, Proceedings, Part I, Issue 11301, 2018, Page(s) 362-373
DOI: 10.1007/978-3-030-04167-0_33

Consistent Dictionary Learning for Signal Declipping

Author(s): Lucas Rencker, Francis Bach, Wenwu Wang, Mark D. Plumbley
Published in: Latent Variable Analysis and Signal Separation, Issue 10891, 2018, Page(s) 446-455
DOI: 10.1007/978-3-319-93764-9_41

Spatially Adaptive Spectral Denoising for MR Spectroscopic Imaging using Frequency-Phase Non-local Means

Author(s): Dhritiman Das, Eduardo Coello, Rolf F. Schulte, Bjoern H. Menze
Published in: Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2016, 2016, Page(s) 596-604
DOI: 10.1007/978-3-319-46726-9_69

Harmonic-Percussive Source Separation with Deep Neural Networks and Phase Recovery

Author(s): Konstantinos Drossos, Paul Magron, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 421-425
DOI: 10.1109/iwaenc.2018.8521371

Constant Step Size Stochastic Gradient Descent for Probabilistic Modeling

Author(s): Babichev, Dmitry; Bach, Francis
Published in: Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, Issue 34, 2018, Page(s) 219-228

Rest-Katyusha: Exploiting the Solution's Structure via Scheduled Restart Schemes

Author(s): Tang, Junqi; Golbabaee, Mohammad; Bach, Francis; Davies, Mike
Published in: Advances in Neural Information Processing Systems, Issue 32, 2018

Reducing Interference with Phase Recovery in DNN-based Monaural Singing Voice Separation

Author(s): Paul Magron, Konstantinos Drossos, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: Interspeech 2018, 2018, Page(s) 332-336
DOI: 10.21437/interspeech.2018-1845

Close Miking Empirical Practice Verification: A Source Separation Approach

Author(s): Drossos, Konstantinos; Mimilakis, Stylianos Ioannis; Floros, Andreas; Virtanen, Tuomas; Schuller, Gerald
Published in: Proceedings of the 142nd Audio Engineering Society Convention, Issue 1, 2017

MaD TwinNet: Masker-Denoiser Architecture with Twin Networks for Monaural Sound Source Separation

Author(s): Konstantinos Drossos, Stylianos Ioannis Mimilakis, Dmitriy Serdyuk, Gerald Schuller, Tuomas Virtanen, Yoshua Bengio
Published in: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, Page(s) 1-8
DOI: 10.1109/ijcnn.2018.8489565

Monaural Singing Voice Separation with Skip-Filtering Connections and Recurrent Inference of Time-Frequency Mask

Author(s): Stylianos Ioannis Mimilakis, Konstantinos Drossos, Joao F. Santos, Gerald Schuller, Tuomas Virtanen, Yoshua Bengio
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 721-725
DOI: 10.1109/icassp.2018.8461822

A recurrent encoder-decoder approach with skip-filtering connections for monaural singing voice separation

Author(s): Stylianos Ioannis Mimilakis, Konstantinos Drossos, Tuomas Virtanen, Gerald Schuller
Published in: 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP), 2017, Page(s) 1-6
DOI: 10.1109/mlsp.2017.8168117

Blind image deblurring using class-adapted image priors

Author(s): Marina Ljubenovic, Mario A. T. Figueiredo
Published in: 2017 IEEE International Conference on Image Processing (ICIP), 2017, Page(s) 490-494
DOI: 10.1109/icip.2017.8296329

Exploiting the structure via sketched gradient algorithms

Author(s): Junqi Tang, Mohammad Golbabaee, Mike Davies
Published in: 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017, Page(s) 1305-1309
DOI: 10.1109/globalsip.2017.8309172

Gradient Projection Iterative Sketch for Large-Scale Constrained Least-Squares

Author(s): Tang, Junqi; Golbabaee, Mohammad; Davies, Mike
Published in: Proceedings of the 34th International Conference on Machine Learning, Issue 70, 2017, Page(s) 3377--3386

Orthogonality-Regularized Masked NMF for Learning on Weakly Labeled Audio Data

Author(s): Iwona Sobieraj, Lucas Rencker, Mark D. Plumbley
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 2436-2440
DOI: 10.1109/icassp.2018.8461293

Class-Adapted Blind Deblurring of Document Images

Author(s): Marina Ljubenovic, Lina Zhuang, Mario A.T. Figueiredo
Published in: 2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), 2017, Page(s) 721-726
DOI: 10.1109/icdar.2017.123

Anisotropic Spatiotemporal Regularization in Compressive Video Recovery by Adaptively Modeling the Residual Errors as Correlated Noise

Author(s): Nasser Eslahi, Alessandro Foi
Published in: 2018 IEEE 13th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP), 2018, Page(s) 1-5
DOI: 10.1109/ivmspw.2018.8448455

Masked Non-negative Matrix Factorization for Bird Detection Using Weakly Labeled Data

Author(s): Iwona Sobieraj, Qiuqiang Kong, Mark D. Plumbley
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 1769-1773
DOI: 10.23919/eusipco.2017.8081513

PARAFAC2 and its block term decomposition analog for blind fMRI source unmixing

Author(s): Christos Chatzichristos, Eleftherios Kofidis, Sergios Theodoridis
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 2081-2085
DOI: 10.23919/eusipco.2017.8081576

Fusion of EEG and fMRI via Soft Coupled Tensor Decompositions

Author(s): Christos Chatzichristos, Mike Davies, Javier Escudero, Eleftherios Kofidis, Sergios Theodoridis
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 56-60
DOI: 10.23919/eusipco.2018.8553077

Anomaly detection in the dynamics of web and social networks

Author(s): Volodymyr Miz, Benjamin Ricaud, Kirell Benzi, Pierre Vandergheynst
Published in: Proceedings of the Web Conference 2019, 2019
DOI: 10.475/123_4

Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models

Author(s): Shpakova, Tatiana and Bach, Francis and Osokin, Anton
Published in: Proceedings of the Thirty-Fourth Conference in Uncertainty in Artificial Intelligence, 2018, Page(s) pp. 279-289

Patch-based Interferometric Phase Estimation via Mixture of Gaussian Density Modelling & Non-local Averaging in the Complex Domain

Author(s): Joshin P. Krishnan, José M. Bioucas-Dias
Published in: British Machine Vision Conference, 2017

Estimation of Pharmacokinetic Parameters in Dynamic Contrast Enhanced MRI Via Random Forest Regression

Author(s): Cagdas Ulas, Michael Thrippleton, Ian Marshall, Mike Davies, Paul Armitage, Stephen Makin, Joanna Wardlaw, Bjoern Menze
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Fast Iterative Shrinkage for Signal Declipping and Dequantization

Author(s): Rencker, Lucas, Bach, Francis, Wang, Wenwu and Plumbley, Mark D.
Published in: iTWIST’18 - International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques, 2018

Acoustic Scene Classification by Combining Autoencoder-Based Dimensionality Reduction and Convolutional Neural Networks

Author(s): J. Abesser, S.I. Mimilakis, R Graefe and H Lukashevich
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2017 Workshop (DCASE2016), 2017

Balanced multi-shot EPI for accelerated Cartesian MR Fingerprinting: An alternative to spiral MR Fingerprinting

Author(s): Arnold Julian Vinoj Benjamin, Pedro A. Gómez, Mohammad Golbabaee, Zaid Mahbub, Tim Sprenger, Marion Menzel, Michael Davies, Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Sampling order optimization preserves contrast and improves clinical diagnostic utility of accelerated prospective 3D brain MRI: a radiological assessment study on healthy volunteers

Author(s): Arnold Julian Vinoj Benjamin, Wajiha Bano, Grant Mair, Michael Davies and Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

In vivo parametric mapping using piecewise constant flip angle and multi shot EPI MR Fingerprinting

Author(s): Zaid Mahbub, Mohammad Golbabaae, Arnold Julian Vinoj Benjamin, Mike Davies and Ian Marshall
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Improved Accuracy of Accelerated 3D T2* Mapping through Coherent Parallel Maximum Likelihood Estimation

Author(s): Wajiha Bano, Mohammad Golbabaee, Arnold Benjamin, Ian Marshall and Michael Davies
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Direct Estimation of Model Parameters in MR Spectroscopic Imaging using Deep Neural Networks

Author(s): Das, Dhritiman and Coello, Eduardo and Sekuboyina, Anjany and Schulte, Rolf F and Menze, Bjoern H
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Research on the impact of emojis on the memory retrieval using fMRI

Author(s): N. Andreadis, C. Chatzichristos, M. Morante, P. Toulas
Published in: Proceedings of the Panhellenic Radiology conference, 2018

Accelerating T2* Mapping with Maximum Likelihood Estimation (MLE) and Parallel Imaging(PI)

Author(s): Wajiha Bano, Arnold Julian Vinoj Benjamin, Ian Marshall and Michael Davies
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Metabolite Quantification of 1H-MRSI spectra in Multiple Sclerosis: A Machine Learning Approach

Author(s): Das, Dhritiman and Davies, Mike E and Chataway, Jeremy and Chandran, Siddharthan and Menze, Bjoern H and Marshall, Ian
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

MRSI Brain Temperature Mapping Using Machine Learning

Author(s): Das, Dhritiman and Thrippleton, Michael J and Semple, Scott IK and Schulte, Rolf F and Davies, Mike E and Menze, Bjoern H and Marshall, Ian
Published in: Proceedings of the 26th Joint Annual Meeting ISMRM-ESMRMB 2018, 2018

Spectral-Dephasing based Non-Local Means for Spatially Adaptive Denoising in 3D-MRSI

Author(s): Das, Dhritiman and Coello, Eduardo and Schulte, Rolf F and Menze, Bjoern H
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Sampling Order Optimization for contrast preservation in accelerated prospective 3D MRI




Assessment of musical noise using localization of isolated peaks in time-frequency domain

Author(s): Ronan Hamon, Valentin Emiya, Lucas Rencker, Wenwu Wang, Mark Plumbley
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 696-700
DOI: 10.1109/icassp.2017.7952245

A greedy algorithm with learned statistics for sparse signal reconstruction

Author(s): Lucas Rencker, Wenwu Wang, Mark D. Plumbley
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 4775-4779
DOI: 10.1109/icassp.2017.7953063

OpenCL programmable exposed datapath high performance low-power image signal processor

Author(s): Joonas Multanen, Heikki Kultala, Matias Koskela, Timo Viitanen, Pekka Jaaskelainen, Jarmo Takala, Aram Danielyan, Cristovao Cruz
Published in: 2016 IEEE Nordic Circuits and Systems Conference (NORCAS), 2016, Page(s) 1-6
DOI: 10.1109/NORCHIP.2016.7792906

Spectral denoising for MR Spectroscopic Imaging using Non-Local Means

Author(s): Dhritiman Das, Eduardo Coello, Rolf. F Schulte, Bjoern H Menze
Published in: ISMRM Workshop on MR Spectroscopy: From Current Best Practice to Latest Frontiers, 2016

Spatio-temporal MRI reconstruction by enforcing local and global regularity via dynamic total variation and nuclear norm minimization

Author(s): Cagdas Ulas, Pedro A. Gomez, Jonathan I. Sperl, Christine Preibisch, Bjoern H. Menze
Published in: 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI), 2016, Page(s) 306-309
DOI: 10.1109/ISBI.2016.7493270

Joint Channel Estimation/ Data Detection in MIMO-FBMC/OQAM Systems - A Tensor Based Approach




New Sonorities for Jazz Recordings: Separation and Mixing using Deep Neural Networks




Coupled Sparse NMF vs. Random Forest Classification for Real Life Acoustic Event Detection




Assisted dictionary learning for FMRI data analysis

Author(s): Manuel Morante Moreno, Yannis Kopsinis, Eleftherios Kofidis, Christos Chatzichristos, Sergios Theodoridis
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 806-810
DOI: 10.1109/icassp.2017.7952267

A Robust Reconstruction Method for Quantitative Perfusion MRI: Application to Brain Dynamic Susceptibility Contrast (DSC) Imaging

Author(s): Ulas, Cagdas; Gomez, Pedro A.; Sperl, Jonathan I.; Preibisch, Christine; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

A Spatio-temporal Denoising Approach based on Total Variation Regularization for Arterial Spin Labeling

Author(s): Ulas, Cagdas; Kaczmarz, Stephan; Preibisch, Christine; Sperl, Jonathan I.; Menzel, Marion I.; Haase, Axel; Menze, Bjoern H.
Published in: Proceedings of the 25th International Society of Magnetic Resonance in Medicine (ISMRM), 2017

Optimizing calibration kernels and sampling pattern for ESPIRiT based compressed sensing implementation in 3D MRI




Parameter Learning for Log-supermodular Distributions

Author(s): Shpakova, Tatiana; Bach, Francis
Published in: Advances in Neural Information Processing Systems, Issue 1, 2016

Automatic Best Take Detection for Electric Guitar and Vocal Studio Recordings




3D Magnetic Resonance Fingerprinting with a Clustered Spatiotemporal Dictionary




Deep Neural Networks for Dynamic Range Compression in Mastering Applications




Nonlocality-Reinforced Convolutional Neural Networks for Image Denoising

Author(s): Cristovao Cruz, Alessandro Foi, Vladimir Katkovnik, Karen Egiazarian
Published in: IEEE Signal Processing Letters, Issue 25/8, 2018, Page(s) 1216-1220, ISSN 1070-9908
DOI: 10.1109/LSP.2018.2850222

Single Image Super-Resolution Based on Wiener Filter in Similarity Domain

Author(s): Cristovao Cruz, Rakesh Mehta, Vladimir Katkovnik, Karen O. Egiazarian
Published in: IEEE Transactions on Image Processing, Issue 27/3, 2018, Page(s) 1376-1389, ISSN 1057-7149
DOI: 10.1109/TIP.2017.2779265

Slice inverse regression with score functions

Author(s): Dmitry Babichev, Francis Bach
Published in: Electronic Journal of Statistics, Issue 12/1, 2018, Page(s) 1507-1543, ISSN 1935-7524
DOI: 10.1214/18-EJS1428

Blind fMRI source unmixing via higher-order tensor decompositions

Author(s): Christos Chatzichristos, Eleftherios Kofidis, Manuel Morante, Sergios Theodoridis
Published in: Journal of Neuroscience Methods, Issue 315, 2019, Page(s) 17-47, ISSN 0165-0270
DOI: 10.1016/j.jneumeth.2018.12.007

Convolutional Neural Networks for Direct Inference of Pharmacokinetic Parameters: Application to Stroke Dynamic Contrast-Enhanced MRI

Author(s): Cagdas Ulas, Dhritiman Das, Michael J. Thrippleton, Maria del C. Valdés Hernández, Paul A. Armitage, Stephen D. Makin, Joanna M. Wardlaw, Bjoern H. Menze
Published in: Frontiers in Neurology, Issue 9, 2019, ISSN 1664-2295
DOI: 10.3389/fneur.2018.01147

Dictionary Learning Phase Retrieval from Noisy Diffraction Patterns

Author(s): Joshin Krishnan, José Bioucas-Dias, Vladimir Katkovnik
Published in: Sensors, Issue 18/11, 2018, Page(s) 4006, ISSN 1424-8220
DOI: 10.3390/s18114006

An RIP-Based Performance Guarantee of Covariance-Assisted Matching Pursuit

Author(s): Jiayang Wang, Gen Li, Lucas Rencker, Wenwu Wang, Yuantao Gu
Published in: IEEE Signal Processing Letters, Issue 25/6, 2018, Page(s) 828-832, ISSN 1070-9908
DOI: 10.1109/lsp.2018.2816573

An Optical Flow-Based Approach for Minimally Divergent Velocimetry Data Interpolation

Author(s): Berkay Kanberoglu, Dhritiman Das, Priya Nair, Pavan Turaga, David Frakes
Published in: International Journal of Biomedical Imaging, Issue 2019, 2019, Page(s) 1-14, ISSN 1687-4188
DOI: 10.1155/2019/9435163

An Overview of Lead and Accompaniment Separation in Music

Author(s): Zafar Rafii, Antoine Liutkus, Fabian-Robert Stoter, Stylianos Ioannis Mimilakis, Derry FitzGerald, Bryan Pardo
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Issue 26/8, 2018, Page(s) 1307-1335, ISSN 2329-9290
DOI: 10.1109/taslp.2018.2825440

Workshop on Reconstruction Schemes for MR data: Summary of Findings and Recommendations

Author(s): Ozturk-Isik, Esin; Marshall, Ian; Filipiak, Patryk; Benjamin, Arnold ; Guerra Ones, Valia; Ortiz Ramón, Rafael; Valdés Hernández, Maria
Published in: Royal Society Open Science, 2017, ISSN 2054-5703
DOI: 10.1098/rsos.160731

Structure-Adaptive, Variance-Reduced, and Accelerated Stochastic Optimization

Author(s): Tang , Junqi; Bach , Francis; Golbabaee , Mohammad; Davies , Mike ,
Published in: 2017

Wikipedia graph mining: dynamic structure of collective memory

Author(s): Miz, Volodymyr; Benzi, Kirell; Ricaud, Benjamin; Vandergheynst, Pierre
Published in: 2017

Investigating the Potential of Pseudo Quadrature Mirror Filter-Banks in Music Source Separation Tasks

Author(s): Mimilakis, Stylianos Ioannis; Schuller, Gerald
Published in: 2017

Structure-Adaptive Accelerated Coordinate Descent

Author(s): Junqi Tang, Mohammad Golbabaee, Francis Bach, Mike Davies
Published in: 2018

Unsupervised learning of the brain connectivity dynamic using residual D-net

Author(s): Youngjoo Seo, Manuel Morante, Yannis Kopsinis, Sergios Theodoridis
Published in: 2018

SURE-fuse WFF: A Multi-resolution Windowed Fourier Analysis for Interferometric Phase Denoising

Author(s): Joshin P. Krishnan, Mário A. T. Figueiredo José M. Bioucas-Dias
Published in: 2018

Datasets

Wikipedia Time-Series Graph

Author(s): Benzi Kirell,Miz Volodymyr,Ricaud Benjamin,Vandergheynst Pierre
Published in: Zenodo

Wikipedia. Events And Collective Memory Detection Dataset

Author(s): Volodymyr, Miz,Kirell, Benzi,Benjamin, Ricaud,Pierre, Vandergheynst
Published in: Zenodo

Enron Email Time-Series Network

Author(s): Miz, Volodymyr,Ricaud, Benjamin,Vandergheynst, Pierre
Published in: Zenodo

Dataset For Close Miking Empirical Practice Verification: A Source Separation Approach

Author(s): Drossos, Konstantinos,Mimilakis, Stylianos Ioannis,Floros, Andreas,Virtanen, Tuomas,Schuller, Gerald
Published in: Zenodo

Supplementary material from "Workshop on reconstruction schemes for magnetic resonance data: summary of findings and recommendations"

Author(s): Ozturk-Isik, Esin,Marshall, Ian,Filipiak, Patryk,Benjamin, Arnold J. V.,Valia Guerra Ones,Ramón, Rafael Ortiz,Hernández, Maria Del C. Valdés
Published in: Figshare

Data from: Workshop on reconstruction schemes for magnetic resonance data: summary of findings and recommendations

Author(s): Ozturk-Isik, Esin,Marshall, Ian,Filipiak, Patryk,Benjamin, Arnold J.V.,Ones, Valia Guerra,Ramón, Rafael Ortiz,Valdés Hernández, Maria Del C.,Benjamin, Arnold J. V.
Published in: Dryad Digital Repository