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Website at University of Edinburgh
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Scopus Author ID: 22940691500
ResearcherID: B-4185-2008
Loop profile: 1148364
Scopus Author ID: 22940691500

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Employment (4)

University of Edinburgh: Edinburgh, Edinburgh, GB

2020-08-01 to present | Senior lecturer in biomedical signal processing (School of Engineering)
Employment
Source: Self-asserted source
Javier Escudero

University of Edinburgh: Edinburgh, GB

2018-10-01 to 2020-07-31 | Lecturer in biomedical signal processing (School of Engineering)
Employment
Source: Self-asserted source
Javier Escudero

University of Edinburgh: Edinburgh, GB

2013-10-01 to 2018-09-30 | Chancellor's fellow in biomedical signal processing (School of Engineering)
Employment
Source: Self-asserted source
Javier Escudero

University of Plymouth: Plymouth, Devon, GB

2010-01-18 to 2013-09-30 | Post-Doctoral Research Associate in surrogate outcome measures (School of Computing and Mathematics)
Employment
Source: Self-asserted source
Javier Escudero

Education and qualifications (1)

University of Valladolid: Valladolid, ES

2010-05-28 | PhD
Education
Source: Self-asserted source
Javier Escudero

Professional activities (1)

IEEE: New York, NY, US

2019-11 to present | Senior Member
Membership
Source: Self-asserted source
Javier Escudero

Funding (5)

Processing of brain time series to unravel changes in dynamic functional connectivity in disease

2020-09-30 to 2024-03-31 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
URL: https://app.dimensions.ai/details/grant/grant.9451963
GRANT_NUMBER: 2434508
Source: Self-asserted source
Javier Escudero via DimensionsWizard

Nonlinear analysis and modelling of multivariate signals on networks

2020-06-01 to present | Grant
Leverhulme Trust (London, GB)
URL: https://app.dimensions.ai/details/grant/grant.9748783
GRANT_NUMBER: leverhulme_178a303249
Source: Self-asserted source
Javier Escudero via DimensionsWizard

Signal analysis of physiological recordings for decision support and outcome prediction in the paediatric intensive care unit

2018-08-31 to 2022-06-29 | Grant
Engineering and Physical Sciences Research Council (Swindon, GB)
URL: https://app.dimensions.ai/details/grant/grant.7829697
GRANT_NUMBER: 2107746
Source: Self-asserted source
Javier Escudero via DimensionsWizard

TNT: Tracking Network dynamics with Tensor factorisations. Application to the human Chronnectome in Alzheimer's disease

Source: Self-asserted source
Javier Escudero via DimensionsWizard

New objective methods to assess modularity in EEG functional networks during short-term memory binding in mild cognitive impairment

2016-02-08 to 2017-06-07 | Grant
Alzheimer's Society (London, GB)
URL: https://app.dimensions.ai/details/grant/grant.6954041
GRANT_NUMBER:

ALZS-271
Source: Self-asserted source
Javier Escudero via DimensionsWizard

Works (50 of 156)

Items per page:
Page 1 of 4

CLaI: Collaborative Learning and Inference for low-resolution physiological signals – Validation in clinical event detection and prediction

IEEE Transactions on Biomedical Engineering
2025 | Journal article
DOI: 10.1109/TBME.2025.3563732
Contributors: Hollan Haule; Ian Piper; Patricia Jones; Tsz-Yan MillyLo; Javier Escudero
Source: check_circle
Crossref

VAE-IF: Deep feature extraction with averaging for fully unsupervised artifact detection in routinely acquired ICU time-series

Computers in Biology and Medicine
2025-03 | Journal article
DOI: 10.1016/j.compbiomed.2024.109610
Contributors: Hollan Haule; Ian Piper; Patricia Jones; Chen Qin; Tsz-Yan Milly Lo; Javier Escudero
Source: check_circle
Crossref

Preictal period optimization for deep learning-based epileptic seizure prediction

Journal of Neural Engineering
2024-12-01 | Journal article
DOI: 10.1088/1741-2552/ad9ad0
Contributors: Petros Koutsouvelis; Bartlomiej Chybowski; Alfredo Gonzalez-Sulser; Shima Abdullateef; Javier Escudero
Source: check_circle
Crossref

Dispersion entropy for graph signals

Chaos, Solitons & Fractals
2023-10 | Journal article
DOI: 10.1016/j.chaos.2023.113977
Contributors: John Stewart Fabila-Carrasco; Chao Tan; Javier Escudero
Source: check_circle
Crossref

Stratified Multivariate Multiscale Dispersion Entropy for Physiological Signal Analysis

IEEE Transactions on Biomedical Engineering
2023-03 | Journal article
DOI: 10.1109/TBME.2022.3207582
Contributors: Evangelos Kafantaris; Tsz-Yan Milly Lo; Javier Escudero
Source: check_circle
Crossref

Permutation Entropy for Graph Signals

IEEE Transactions on Signal and Information Processing over Networks
2022 | Journal article
DOI: 10.1109/TSIPN.2022.3167333
Contributors: John Stewart Fabila-Carrasco; Chao Tan; Javier Escudero
Source: check_circle
Crossref

Abnormal brain state distribution and network connectivity in a SYNGAP1 rat model

Brain Communications
2022-11-02 | Journal article
DOI: 10.1093/braincomms/fcac263
Contributors: Ingrid Buller-Peralta; Jorge Maicas-Royo; Zhuoen Lu; Sally M Till; Emma R Wood; Peter C Kind; Javier Escudero; Alfredo Gonzalez-Sulser
Source: check_circle
Crossref

Deep Transfer Learning for Improved Detection of Keratoconus using Corneal Topographic Maps

Cognitive Computation
2022-09 | Journal article
DOI: 10.1007/s12559-021-09880-3
Contributors: Ali H. Al-Timemy; Nebras H. Ghaeb; Zahraa M. Mosa; Javier Escudero
Source: check_circle
Crossref

Assessment of PVS Filtering Methods Using a Three-Dimensional Computational Model

2022-08-03 | Preprint
DOI: 10.20944/preprints202204.0058.v2
Contributors: Jose Bernal; Maria Valdés-Hernández; Javier Escudero; Roberto Duarte; Lucia Ballerini; Mark Bastin; Ian Deary; Michael Thrippleton; Rhian Touyz; Joanna Wardlaw
Source: check_circle
Crossref
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Assessment of PVS Enhancement Methods Using a Three-Dimensional Computational Model

2022-04-07 | Preprint
DOI: 10.20944/preprints202204.0058.v1
Contributors: Jose Bernal; Maria Valdés-Hernández; Javier Escudero; Roberto Duarte; Lucia Ballerini; Mark Bastin; Ian Deary; Michael Thrippleton; Rhian Touyz; Joanna Wardlaw
Source: check_circle
Crossref
grade
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Selective Motion Artefact Reduction via Radiomics and k-space Reconstruction for Improving Perivascular Space Quantification in Brain Magnetic Resonance Imaging

2021 | Book chapter
DOI: 10.1007/978-3-030-80432-9_12
Contributors: Jose Bernal; William Xu; Maria d. C. Valdés-Hernández; Javier Escudero; Angela C. C. Jochems; Una Clancy; Fergus N. Doubal; Michael S. Stringer; Michael J. Thrippleton; Rhian M. Touyz et al.
Source: check_circle
Crossref

Deep learning of resting-state electroencephalogram signals for three-class classification of Alzheimer’s disease, mild cognitive impairment and healthy ageing

Journal of Neural Engineering
2021-08-01 | Journal article
DOI: 10.1088/1741-2552/ac05d8
Contributors: Cameron J Huggins; Javier Escudero; Mario A Parra; Brian Scally; Renato Anghinah; Amanda Vitória Lacerda De Araújo; Luis F Basile; Daniel Abasolo
Source: check_circle
Crossref

Impact of Visual Design Elements and Principles in Human Electroencephalogram Brain Activity Assessed with Spectral Methods and Convolutional Neural Networks

Sensors
2021-07 | Journal article | Author
DOI: 10.3390/s21144695
Contributors: Francisco E. Cabrera; Pablo Sánchez-Núñez; Gustavo Vaccaro; Jose Ignacio Pelaez; Javier Escudero
Source: check_circle
Multidisciplinary Digital Publishing Institute
grade
Preferred source (of 2)‎

Higher order tensor decomposition for proportional myoelectric control based on muscle synergies

Biomedical Signal Processing and Control
2021-05 | Journal article
DOI: 10.1016/j.bspc.2021.102523
Contributors: Ahmed Ebied; Eli Kinney-Lang; Javier Escudero
Source: check_circle
Crossref

Assessment of Outliers and Detection of Artifactual Network Segments Using Univariate and Multivariate Dispersion Entropy on Physiological Signals

Entropy
2021-02 | Journal article | Author
DOI: 10.3390/e23020244
Contributors: Evangelos Kafantaris; Ian Piper; Tsz-Yan Milly Lo; Javier Escudero
Source: check_circle
Multidisciplinary Digital Publishing Institute
grade
Preferred source (of 2)‎

A Framework for Jointly Assessing and Reducing Imaging Artefacts Automatically Using Texture Analysis and Total Variation Optimisation for Improving Perivascular Spaces Quantification in Brain Magnetic Resonance Imaging

2020 | Book chapter
DOI: 10.1007/978-3-030-52791-4_14
Contributors: Jose Bernal; Maria Valdés-Hernández; Lucia Ballerini; Javier Escudero; Angela C. C. Jochems; Una Clancy; Fergus N. Doubal; Michael S. Stringer; Michael J. Thrippleton; Rhian M. Touyz et al.
Source: check_circle
Crossref

Analysis of Spatial Spectral Features of Dynamic Contrast-Enhanced Brain Magnetic Resonance Images for Studying Small Vessel Disease

2020 | Book chapter
DOI: 10.1007/978-3-030-39343-4_24
Contributors: Jose Bernal; Maria del C. Valdés-Hernández; Javier Escudero; Paul A. Armitage; Stephen Makin; Rhian M. Touyz; Joanna M. Wardlaw
Source: check_circle
Crossref

A Four-Dimensional Computational Model of Dynamic Contrast-Enhanced Magnetic Resonance Imaging Measurement of Subtle Blood-Brain Barrier Leakage

2020-10-09 | Other
DOI: 10.20944/preprints202010.0200.v1
Contributors: Jose Bernal; Maria Valdés-Hernández; Javier Escudero; Anna Heye; Eleni Sakka; Paul Armitage; Stephen Makin; Rhian Touyz; Joanna Wardlaw; Michael Thrippleton
Source: check_circle
Crossref
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Examining the Relationship between Semiquantitative Methods Analysing Concentration-Time and Enhancement-Time Curves from Dynamic-Contrast Enhanced Magnetic Resonance Imaging and Cerebrovascular Dysfunction in Small Vessel Disease

Journal of Imaging
2020-06 | Journal article | Author
DOI: 10.3390/jimaging6060043
Contributors: Jose Bernal; Maria Valdés Hernández; Javier Escudero; Eleni Sakka; Paul A. Armitage; Stephen Makin; Rhian Touyz; Joanna Wardlaw
Source: check_circle
Multidisciplinary Digital Publishing Institute
grade
Preferred source (of 2)‎

Augmentation of Dispersion Entropy for Handling Missing and Outlier Samples in Physiological Signal Monitoring

Entropy
2020-03 | Journal article | Author
DOI: 10.3390/e22030319
Contributors: Evangelos Kafantaris; Ian Piper; Tsz-Yan Milly Lo; Javier Escudero
Source: check_circle
Multidisciplinary Digital Publishing Institute
grade
Preferred source (of 2)‎

What electrophysiology tells us about Alzheimer's disease: a window into the synchronization and connectivity of brain neurons

Neurobiology of Aging
2020-01 | Journal article
DOI: 10.1016/j.neurobiolaging.2019.09.008
Contributors: Claudio Babiloni; Katarzyna Blinowska; Laura Bonanni; Andrej Cichocki; Willem De Haan; Claudio Del Percio; Bruno Dubois; Javier Escudero; Alberto Fernández; Giovanni Frisoni et al.
Source: check_circle
Crossref
grade
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Muscle Activity Analysis Using Higher-Order Tensor Decomposition: Application to Muscle Synergy Extraction

IEEE Access
2019 | Journal article
DOI: 10.1109/access.2019.2902122
Part of ISSN: 2169-3536
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 2)‎

Fuzzy Entropy Metrics for the Analysis of Biomedical Signals: Assessment and Comparison

IEEE Access
2019-12 | Journal article | Author
DOI: 10.1109/ACCESS.2019.2930625
SOURCE-WORK-ID:

592c191f-672b-4644-9928-a6e61e766f95

EID:

2-s2.0-85080869133
Contributors: Hamed Azami; Peng Li; Steven E. Arnold; Javier Escudero; Anne Humeau-Heurtier
Source: check_circle
University of Edinburgh - PURE

Multiscale Fluctuation-based Dispersion Entropy and its Applications to Neurological Diseases

IEEE Access
2019-12 | Journal article | Author
DOI: 10.1109/ACCESS.2019.2918560
SOURCE-WORK-ID:

300036f5-e5a4-4c09-9d84-ab425fa0a711

EID:

2-s2.0-85067230345
Contributors: Hamed Azami; Steven E. Arnold; Saeid Sanei; Zhuoqing Chang; Guillermo Sapiro; Javier Escudero; Anoopum S. Gupta
Source: check_circle
University of Edinburgh - PURE

Tensor decomposition of TMS-induced EEG oscillations reveals data-driven profiles of antiepileptic drug effects

Scientific Reports
2019-11-19 | Journal article
DOI: 10.1038/s41598-019-53565-9
Contributors: C. Tangwiriyasakul; I. Premoli; L. Spyrou; R. F. Chin; J. Escudero; M. P. Richardson
Source: check_circle
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Analysis of dynamic texture and spatial spectral descriptors of dynamic contrast-enhanced brain magnetic resonance images for studying small vessel disease

Magnetic Resonance Imaging
2019-11-13 | Journal article | Author
DOI: 10.1016/j.mri.2019.11.001
SOURCE-WORK-ID:

367cc9c1-8c5a-4eb8-ac53-c4a2ffd05608

EID:

2-s2.0-85075511159
Contributors: Jose Bernal; Maria Valdés Hernández; Javier Escudero; Linda Viksne; Anna K. Heye; Paul A. Armitage; Stephen Makin; Rhian M. Touyz; Joanna Wardlaw
Source: check_circle
University of Edinburgh - PURE

Multivariate Multiscale Dispersion Entropy of Biomedical Times Series

Entropy
2019-09-19 | Journal article
DOI: 10.3390/e21090913
Contributors: Hamed Azami; Alberto Fernández; Javier Escudero
Source: check_circle
Crossref
grade
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Application of Dispersion Entropy to Healthy and Pathological Heartbeat ECG Segments

Proceedings of the 2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (EMBC 2019)
2019-07 | Conference paper | Author
DOI: 10.1109/EMBC.2019.8856554
SOURCE-WORK-ID:

4035e29f-ea4d-4873-a11d-22645b1354eb

EID:

2-s2.0-85077875220

Part of ISBN: 978-1-5386-1311-5
Contributors: Evangelos Kafantaris; Ian Piper; Tsz-Yan Milly Lo; Javier Escudero
Source: check_circle
University of Edinburgh - PURE

Preliminary fusion of EEG and MRI with phenotypic scores in children with epilepsy based on the Canonical Polyadic Decomposition

Proceedings of the 2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (EMBC 2019)
2019-07 | Conference paper | Author
DOI: 10.1109/EMBC.2019.8856328
SOURCE-WORK-ID:

b2e383bd-5b7f-440f-8003-9e73ef2a283c

EID:

2-s2.0-85077863314

Part of ISBN: 978-1-5386-1311-5
Contributors: Noramon Dron; Eli Kinney-lang; Richard Chin; Javier Escudero
Source: check_circle
University of Edinburgh - PURE

Weighted Network Estimation by the Use of Topological Graph Metrics

IEEE Transactions on Network Science and Engineering
2019-07-01 | Journal article
DOI: 10.1109/TNSE.2018.2849342
Contributors: Loukianos Spyrou; Javier Escudero
Source: check_circle
Crossref
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Gas–Liquid Flow Pattern Analysis Based on Graph Connectivity and Graph-Variate Dynamic Connectivity of ERT

IEEE Transactions on Instrumentation and Measurement
2019-05 | Journal article
DOI: 10.1109/TIM.2018.2884548
Contributors: Chao Tan; Ying Shen; Keith Smith; Feng Dong; Javier Escudero
Source: check_circle
Crossref
grade
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Hierarchical complexity of the adult human structural connectome

NeuroImage
2019-05 | Journal article
DOI: 10.1016/j.neuroimage.2019.02.028
Part of ISSN: 1053-8119
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 2)‎

Network analysis through the use of joint-distribution entropy on EEG recordings of MCI patients during a visual short-term memory binding task

Healthcare Technology Letters
2019-04-01 | Journal article
DOI: 10.1049/htl.2018.5060
Part of ISSN: 2053-3713
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 2)‎

Consistency of Muscle Synergies Extracted via Higher-Order Tensor Decomposition Towards Myoelectric Control

2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)
2019-03 | Conference paper
DOI: 10.1109/ner.2019.8717076
ISBN: 9781538679210
Source: Self-asserted source
Javier Escudero

Introducing the Joint EEG-Development Inference (JEDI) Model: A Multi-Way, Data Fusion Approach for Estimating Paediatric Developmental Scores via EEG

IEEE Transactions on Neural Systems and Rehabilitation Engineering
2019-03 | Journal article
DOI: 10.1109/TNSRE.2019.2891827
Contributors: Eli Kinney-Lang; Ahmed Ebied; Bonnie Auyeung; Richard F. M. Chin; Javier Escudero
Source: check_circle
Crossref
grade
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Analysis of EEG networks and their correlation with cognitive impairment in preschool children with epilepsy

Epilepsy & Behavior
2019-01 | Journal article
DOI: 10.1016/j.yebeh.2018.11.011
Contributors: Eli Kinney-Lang; Michael Yoong; Matthew Hunter; Krishnaraya Kamath Tallur; Jay Shetty; Ailsa McLellan; Richard FM Chin; Javier Escudero
Source: check_circle
Crossref
grade
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Complex Tensor Factorization With PARAFAC2 for the Estimation of Brain Connectivity From the EEG

IEEE Transactions on Neural Systems and Rehabilitation Engineering
2019-01 | Journal article
DOI: 10.1109/TNSRE.2018.2883514
Contributors: Loukianos Spyrou; Mario Parra; Javier Escudero
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Graph-Variate Signal Analysis

IEEE Transactions on Signal Processing
2019-01-15 | Journal article
DOI: 10.1109/TSP.2018.2881658
Contributors: Keith Smith; Loukianos Spyrou; Javier Escudero
Source: check_circle
Crossref
grade
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Complexity analysis of spontaneous brain activity in mood disorders: A magnetoencephalography study of bipolar disorder and major depression

Comprehensive Psychiatry
2018 | Journal article
DOI: 10.1016/j.comppsych.2018.03.015
WOSUID:

WOS:000435748800018
Contributors: Fernandez, Alberto; Al-Timemy, Ali H.; Ferre, Francisco; Rubio, Gabriel; Escudero, Javier
Source: Self-asserted source
Javier Escudero via ResearcherID
grade
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Differential Effects of Simulated Cortical Network Lesions on Synchrony and EEG Complexity.

International journal of neural systems
2018 | Journal article
DOI: 10.1142/S0129065718500247
WOSUID:

MEDLINE:29938549
Contributors: Ibanez-Molina, Antonio Jose; Iglesias-Parro, Sergio; Escudero, Javier
Source: Self-asserted source
Javier Escudero via ResearcherID
grade
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Discrimination of stroke-related mild cognitive impairment and vascular dementia using EEG signal analysis

Medical & Biological Engineering & Computing
2018 | Journal article
DOI: 10.1007/s11517-017-1734-7
WOSUID:

WOS:000419938500012
Contributors: Al-Qazzaz, Noor Kamal; Ali, Sawal Hamid Bin Mohd; Ahmad, Siti Anom; Islam, Mohd Shabiul; Escudero, Javier
Source: Self-asserted source
Javier Escudero via ResearcherID
grade
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Fusion of EEG and fMRI via Soft Coupled Tensor Decompositions

2018 26th European Signal Processing Conference (EUSIPCO)
2018 | Conference paper | Author
DOI: 10.23919/EUSIPCO.2018.8553077
SOURCE-WORK-ID:

9b02e71d-0eb8-47f3-be91-704131c20c91

EID:

2-s2.0-85059807206
Contributors: Christos Chatzichristos; Michael Davies; Javier Escudero; Eleftherios Kofidis; Sergios Theodoridis
Source: check_circle
University of Edinburgh - PURE

Medical Mechatronics for Healthcare

Journal of Healthcare Engineering
2018 | Journal article
DOI: 10.1155/2018/9675482
Contributors: Yi-Hung Liu; David Moratal; Javier Escudero; Han-Pang Huang
Source: check_circle
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Phenotyping Ex-Combatants From EEG Scalp Connectivity

IEEE Access
2018 | Journal article
DOI: 10.1109/access.2018.2872765
Part of ISSN: 2169-3536
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 3)‎

Building a Tensor Framework for the Analysis and Classification of Steady-State Visual Evoked Potentials in Children

2018 26th European Signal Processing Conference (EUSIPCO)
2018-09 | Conference paper
DOI: 10.23919/eusipco.2018.8553012
ISBN: 9789082797015
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 2)‎

Tensor-driven extraction of developmental features from varying paediatric EEG datasets

Journal of Neural Engineering
2018-08-01 | Journal article
DOI: 10.1088/1741-2552/aac664
Contributors: E Kinney-Lang; L Spyrou; A Ebied; R F M Chin; J Escudero
Source: check_circle
Crossref
grade
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Evaluation of matrix factorisation approaches for muscle synergy extraction

Medical Engineering & Physics
2018-07 | Journal article
DOI: 10.1016/j.medengphy.2018.04.003
Part of ISSN: 1350-4533
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 3)‎

Adaptive Windowing Framework for Surface Electromyogram-Based Pattern Recognition System for Transradial Amputees

Sensors
2018-07-24 | Journal article
DOI: 10.3390/s18082402
Contributors: Ali H. Al-Timemy; Guido Bugmann; Javier Escudero
Source: check_circle
Crossref
grade
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Gas-water two-phase flow pattern recognition based on ERT and ultrasound Doppler

2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)
2018-07-12 | Conference paper | Author
DOI: 10.1109/I2MTC.2018.8409540
SOURCE-WORK-ID:

fd8db37d-5596-4943-aa13-66f618570434

EID:

2-s2.0-85050742087

Part of ISBN: 978-1-5386-2222-3
Contributors: Ying Shen; Chao Tan; Feng Dong; Keith Smith; Javier Escudero
Source: check_circle
University of Edinburgh - PURE

Machine-learning based identification of undiagnosed dementia in primary care: a feasibility study

BJGP Open
2018-06-12 | Journal article
DOI: 10.3399/bjgpopen18x101589
Part of ISSN: 2398-3795
Source: Self-asserted source
Javier Escudero
grade
Preferred source (of 2)‎
Items per page:
Page 1 of 4

Peer review (11 reviews for 5 publications/grants)

Review activity for Biomedical signal processing and control. (5)
Review activity for Chaos, solitons and fractals. (3)
Review activity for Nonlinear dynamics. (1)
Review activity for Physica. (1)
Review activity for PloS one. (1)
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