Publications

September 21–26, 2021

Data Contribution Summaries for Patient Engagement in Multi-Device Health Monitoring Research

Author(s):
Jay Rainey, David Verweij, Colin Dodds, Johanna Graeber, Farzaneh Farhadi, Ridita Ali, Viana Zhang, Christopher N Bull, Jan David Smeddinck
Publication medium:
Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers (UbiComp ’21)
Type:
Workshop Contribution
DOI:
10.1145/3460418.3479371
September 21–26, 2021

WildKey: A Privacy-Aware Keyboard Toolkit for Data Collection In-The-Wild

Author(s):
André Rodrigues, André R.B. Santos, Kyle Montague, Hugo Nicolau, Tiago Guerreiro
Publication medium:
Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers (UbiComp ’21)
Type:
Workshop Contribution
DOI:
10.1145/3460418.3482872
September 21–26, 2021

Wild by Design: Workshop on Designing Ubiquitous Health Monitoring Technologies for Challenging Environments

Author(s):
Diogo Branco, Patrick Carrington, Silvia Del Din, Afsaneh Doryab, Hristijan Gjoreski, Tiago Guerreiro, Roisin McNaney, Kyle Montague, Alisha Pradhan, André Rodrigues, Julio Vega
Publication medium:
Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers (UbiComp ’21)
Type:
Workshop Contribution
DOI:
10.1145/3460418.3479271
May 1-5, 2022

Investigating the Tradeoffs of Everyday Text-Entry Collection Methods

Author(s):
André Rodrigues, Hugo Nicolau, André Santos, Diogo Branco, Jay Rainey, David Verweij, Jan David Smeddinck, Kyle Montague, Tiago Guerreiro
Publication medium:
CHI Conference on Human Factors in Computing Systems (CHI)
Type:
Paper, Conference
DOI:
10.1145/3491102.3501908
Volume 110, November 2021, 102402

Privacy preservation in federated learning: An insightful survey from the GDPR perspective

Author(s):
Nguyen Truong, Kai Sun, Siyao Wang, Florian Guitton, YiKe Guo
Publication medium:
Computers & Security
Type:
Paper
DOI:
10.1016/j.cose.2021.102402
Volume 124, November 2021, Pages 68-79

A blockchain-based trust system for decentralised applications: When trustless needs trust

Author(s):
Nguyen Truong, Gyu Myoung Lee, Kai Sun, Florian Guitton, YiKe Guo
Publication medium:
Future Generation Computer Systems
Type:
Paper
DOI:
10.1016/j.future.2021.05.025
October 2020

mEBAL: A Multimodal Database for Eye Blink Detection and Attention Level Estimation

Author(s):
Roberto Daza, Aythami Morales, Julian Fierrez, and Ruben Tolosana
Publication medium:
In Companion Publication of the 2020 International Conference on Multimodal Interaction (ICMI ’20 Companion).
Type:
ICMI ’20 Companion Publication
DOI:
10.1145/3395035.3425257
January 05-09, 2021

Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Fair and Explainable Automatic Recruitment

Author(s):
A. Ortega, J. Fierrez, A. Morales, Z. Wang and T. Ribeiro
Publication medium:
2021 IEEE Winter Conference on Applications of Computer Vision Workshops
Type:
Workshop Contribution
DOI:
10.1109/WACVW52041.2021.00013
2021, 10(11), 154

Symbolic AI for XAI: Evaluating LFIT Inductive Programming for Explaining Biases in Machine Learning

Author(s):
Ortega A, Fierrez J, Morales A, Wang Z, de la Cruz M, Alonso CL, Ribeiro T.
Publication medium:
Computers
Type:
Paper
DOI:
10.3390/computers10110154
July 2020

Smartphone Sensors For Modeling Human-Computer Interaction: General Outlook And Research Datasets For User Authentication

Author(s):
Acien, A., Morales, A., Vera-Rodriguez, R., & Fierrez, J.
Publication medium:
2020 IEEE 44th Annual Computers, Software, and Applications Conference
Type:
Paper, Conference
DOI:
10.1109/COMPSAC48688.2020.00-81
2020, 12(5), 940-953

Handwriting Biometrics: Applications and Future Trends in e-Security and e-Health

Author(s):
Faundez-Zanuy, M., Fierrez, J., Ferrer, M. A., Diaz, M., Tolosana, R., & Plamondon, R.
Publication medium:
Cognitive Computation
Type:
Paper
DOI:
10.1007/s12559-020-09755-z
2021, pp. 1562-1570

Improving Parkinson Detection using Dynamic Features from Evoked Expressions in Video

Author(s):
L. F. Gomez, A. Morales, J. R. Orozco-Arroyave, R. Daza and J. Fierrez
Publication medium:
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Type:
Workshop Contribution
DOI:
10.1109/CVPRW53098.2021.00172
2022, 4(1), 57-70

TypeNet: Deep Learning Keystroke Biometrics

Author(s):
A. Acien, A. Morales, J. V. Monaco, R. Vera-Rodriguez and J. Fierrez
Publication medium:
IEEE Transactions on Biometrics, Behavior, and Identity Science
Type:
Paper
DOI:
10.1109/TBIOM.2021.3112540
14 November 2022

Assessing fatigue and sleep in chronic diseases using physiological signals from wearables: A pilot study

Author(s):
Emmi Antikainen 1, Haneen Njoum 2, Jennifer Kudelka 3, Diogo Branco 4, Rana Zia Ur Rehman 5, Victoria Macrae 6, Kristen Davies 5, Hanna Hildesheim 3, Kirsten Emmert 3, Ralf Reilmann 7 8 9, C Janneke van der Woude 10, Walter Maetzler 3, Wan-Fai Ng 5 6, Patricio O’Donnell 11, Geert Van Gassen 12, Frédéric Baribaud 13, Ioannis Pandis 14, Nikolay V Manyakov 15, Mark van Gils 16, Teemu Ahmaniemi 1, Meenakshi Chatterjee 17
Publication medium:
Frontiers in Physiology
DOI:
10.3389/fphys.2022.968185
July 2022

Fatigue and Sleep Assessment using Digital Sleep Trackers: Insights from a Multi-Device Pilot Study

Author(s):
Luan Chen, Xujun Ma, Meenakshi Chatterjee, Juha M Kortelainen, Teemu Ahmaniemi, Walter Maetzler, Pei Wang, Daqing Zhang
Publication medium:
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
DOI:
10.1109/EMBC48229.2022.9870923
September 19, 2023

Regulatory Qualification of a Cross-DiseaseDigital Measure: Benefits and Challenges fromthe Perspective of IMI Consortium IDEA-FAST

Author(s):
David Nobbs, Wojciech Piwko, Christopher Bull, Francesca Cormack, Teemu Ahmaniemi, Sebastian C. Holst, Meenakshi Chatterjee, Walter Maetzler, Stefan Avey, Wan Fai Ng, IDEA-FAST Consortium
Type:
Paper
DOI:
https://karger.com/dib/article/7/1/132/862649/Regulatory-Qualification-of-a-Cross-Disease?searchresult=1
Vol. 4, No. 2, June 2020

Making Sense of Sleep: Multimodal Sleep Stage Classification in a Large, Diverse Population Using Movement and Cardiac Sensing

Author(s):
Bing Zhai, Ignacio Perez-Pozuelo, Emma A. D. Clifton, Joao Palotti, Yu Guan
Publication medium:
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies
Type:
Peer-reviewed journal paper
DOI:
doi.org/10.1145/3397325
Vol. 36, Iss. 1, January 2021

Modernizing Daily Function Assessment in Parkinson’s Disease Using Capacity, Perception, and Performance Measures

Author(s):
Walter Maetzler, Lynn Rochester, Roongroj Bhidayasiri, Alberto J. Espay, Alvaro Sánchez-Ferro, Janet M. T. van Uem
Publication medium:
Movement Disorders
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.1002/mds.28377
01 October 2021

Fatigue in inflammatory rheumatic diseases: current knowledge and areas for future research

Author(s):
Kristen Davies, Emma Dures, Wan-Fai Ng
Publication medium:
Nature Reviews Rheumatology
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.1038/s41584-021-00692-1
22 March 2022

Investigating the Impact of Environment and Data Aggregation by Walking Bout Duration on Parkinson’s Disease Classification Using Machine Learning

Author(s):
Rana Zia Ur Rehman, Yu Guan, Jian Qing Shi, Lisa Alcock, Alison J. Yarnall, Lynn Rochester, and Silvia Del Din
Publication medium:
Frontiers in Aging Neuroscience
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.3389/fnagi.2022.808518
17 June 2022

Joint controllers in large research consortia: a funnel model to distinguish controllers in the sense of the GDPR from other partners in the consortium

Author(s):
Evert-Ben van Veen, Martin Boeckhout, Irene Schlunder, Jan Willem Boiten, Vasco Dias
Publication medium:
Open Research Europe
Type:
Open letter
DOI:
doi.org/10.12688/openreseurope.14825.1
Vol. 7, Iss. 1, 12 May 2023

Reverse Engineering of Digital Measures: Inviting Patients to the Conversation

Author(s):
Ieuan Clay, Nele Peerenboom, Dana E Connors, Steven Bourke, Alison Keogh, Katarzyna Wac, Tova Gur-Arie, Justin Baker, Christopher Bull, Andrea Cereatti, Francesca Cormack, Damien Eggenspieler, Luca Foschini, Raluca Ganea, Peter MA Groenen, Nicole Gusset, Elena Izmailova, Christoph M Kanzler, Lada Leyens, Kate Lyden, Arne Mueller ORCID logo Julian Nam, Wan-Fai Ng, David Nobbs, Foteini Orfaniotou, Thanneer Malai Perumal, Wojciech Piwko, Anja Ries, Alf Scotland, Nick Taptiklis, John Torous, Beatrix Vereijken, Shuai Xu, Laurenz Baltzer, Thorsten Vetter, Jörg Goldhahn, Steven C Hoffmann
Publication medium:
Digital Biomarkers
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.1159/000530413

Are measures of gait variability associated with sleepiness and fatigue in immune and neurodegenerative disorders? Insights from the IDEA-FAST feasibility study.

Author(s):
Chloe Hinchliffe, Rana Zia Ur Rehman, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, Meenakshi Chatterjee, Nikolay Manyakov, Ioannis Pandis, Kristen Davies, Victoria Macrae, Svenja Aufenberg, Emma Paulides, Hanna Hildesheim, Jennifer Kudelka, Kirsten Emmert, Geert Van Gassen, Lynn Rochester, C. Janneke van der Woude, Ralf Reilmann, Walter Maetzler, Wan-Fai Ng, Silvia Del Din
Publication medium:
International Socitey of Posture and Gait Research World Congress 2023
Type:
Conference Proceedings

Identification of Fatigue and Sleepiness in Immune and Neurodegenerative Disorders from Measures of Real-World Gait Variability

Author(s):
Chloe Hinchliffe, Rana Zia Ur Rehman, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, Meenakshi Chatterjee, Nikolay V. Manyakov, Ioannis Pandis, Kristen Davies, Victoria Macrae, Svenja Aufenberg, Emma Paulides, Hanna Hildesheim, Jennifer Kudelka, Kirsten Emmert, Geert Van Gassen, Lynn Rochester, C. Janneke van der Woude, Ralf Reilmann, Walter Maetzler, Wan-Fai Ng, Silvia Del Din
Publication medium:
45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)
Type:
Conference Proceedings
13 June 2023

Technology acceptance of digital devices for home use: Qualitative results of a mixed methods study

Author(s):
Graeber J, Warmerdam E, Aufenberg S, Bull C, Davies K, Dixon J, Emmert K, Judd C, Maetzler C, Reilmann R, Ng WF, Macrae V, Maetzler W, Kaduszkiewicz H; IDEA-FAST consortium.
Publication medium:
Digit Health
Type:
Peer-reviewed Journal Paper
DOI:
10.1177/20552076231181239
15 June 2023

Digital endpoints in clinical trials of Alzheimer’s disease and other neurodegenerative diseases: challenges and opportunities.

Author(s):
Brem AK, Kuruppu S, de Boer C, Muurling M, Diaz-Ponce A, Gove D, Curcic J, Pilotto A, Ng WF, Cummins N, Malzbender K, Nies VJM, Erdemli G, Graeber J, Narayan VA, Rochester L, Maetzler W, Aarsland D.
Publication medium:
Front Neurol.
Type:
Peer-reviewed Journal Paper
DOI:
10.3389/fneur.2023.1210974

Impact of weekly gait activity data aggregation methods on associations with sleepiness and fatigue in immune and neurodegenerative disorderstInsights from the IDEA-FAST feasibility study

Author(s):
Chloe Hinchliffe, Rana Zia Ur Rehman, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, Meenakshi Chatterjee, Nikolay V. Manyakov, Ioannis Pandis, Kristen Davies, Victoria Macrae, Svenja Aufenberg, Emma Paulides, Hanna Hildesheim, Jennifer Kudelka, Kirsten Emmert, Geert Van Gassen, Lynn Rochester, C. Janneke van der Woude, Ralf Reilmann, Walter Maetzler, Wan-Fai Ng, Silvia Del Din
Publication medium:
BioMedEng23
Type:
Conference Proceedings
5-7 October 2023

Automated Extraction of Fatigue Content from Voice Diary Data

Publication medium:
International Society for CNS clinical trials and methodology 2023
Type:
Conference Proceedings
5-7 October 2023

Ecological momentary analysis of high-frequency cognitive testing and its relationship to fatigue and sleep across neurodegenerative and inflammatory disorders

Author(s):
Veldsman, M., Ticcinelli, V, Ghezzi, F., Keylock, L, Jennifer Kudelka, Victoria Macrae, Kristen Davies, Kirsten Emmert, Ralf Reilmann , C Janneke van der Woude, Walter Maetzler, Wan-Fai Ng, Patricio O’Donnell, Mark van Gils, Teemu Ahmaniemi , Maria Boge Lauvsnes, Taptiklis, N, Cormack, F and the IDEA-FAST Consortium
Publication medium:
International Society for CNS clinical trials and methodology 2023
Type:
Conference Proceedings
5-7 October 2023

High compliance to remote, high-frequency cognitive testing across immune-mediated inflammatory disease and neurodegenerative disease patients

Author(s):
Veldsman, M., Ticcinelli, V, Ghezzi, F., Keylock, L, Jennifer Kudelka, Victoria Macrae, Kristen Davies, Kirsten Emmert, Ralf Reilmann , C Janneke van der Woude, Walter Maetzler, Wan-Fai Ng, Patricio O’Donnell, Mark van Gils, Teemu Ahmaniemi , Maria Boge Lauvsnes, Taptiklis, N, Cormack, F and the IDEA-FAST Consortium
Publication medium:
International Society for CNS clinical trials and methodology 2023
Type:
Conference Proceedings
17 July 2023

How time window influences biometrics performance: an EEG-based fingerprints connectivity study

Author(s):
Luca Didaci, Sara Maria Pani, Claudio Frongia, Matteo Fraschini
Publication medium:
arxiv
Type:
Preprint
DOI:
10.48550/arXiv.2307.08291
2021, 23(1), 5

On the variability of functional connectivity and network measures in source-reconstructed EEG time-series

Author(s):
Matteo Fraschini, Simone Maurizio La Cava, Luca Didaci, Luigi Barberini
Publication medium:
Entropy
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.3390/e23010005
2020, 20(22), 6565

EEG fingerprints under naturalistic viewing using a portable device

Author(s):
Matteo Fraschini, Miro Meli, Matteo Demuru, Luca Didaci, Luigi Barberini
Publication medium:
Sensors
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.3390/s20226565
2022

Predicting daytime sleepiness from electrocardiography based respiratory rate using deep learning

Author(s):
E. Antikainen, R. Z. U. Rehman, T. Ahmaniemi, and M. Chatterjee
Publication medium:
Computing in Cardiology (CinC)
Type:
Peer-reviewed Journal Paper
DOI:
doi.org/10.22489/CinC.2022.100
2024

Good Practices Guide: In e-Health cara for adults with Parkinson’s and their family caregivers in Europe

Author(s):
Asociación Parkinson Madrid, Belgium Brain Council, Greek Carers Network-EPIONI, Serbian Brain Council
Publication medium:
European Commision Erasmus+ Project Results + Project’s Website (English, Spanish, French, Greek and Serbian)
Type:
Erasmus+Project Result: Guide
DOI:
sites.google.com/view/ecare4pd/good-practice-guide?authuser=0
20 March 2024

Fatigue-Related Changes of Daily Function: Most Promising Measures for the Digital Age

Author(s):
Walter Maetzler, Leonor Correia Guedes, Kirsten Nele Emmert, Jennifer Kudelka, Hanna Luise Hildesheim, Emma Paulides, Hayley Connolly, Kristen Davies, Valentina Dilda, Teemu Ahmaniemi, Luisa Avedano, Raquel Bouça-Machado, Michael Chambers, Meenakshi Chatterjee, Peter Gallagher, Johanna Graeber, Corina Maetzler, Hanna Kaduszkiewicz, Norelee Kennedy, Victoria Macrae, Laura Carrasco Marin, Anusha Moses, Alessandro Padovani, Andrea Pilotto, Natasha Ratcliffe, Ralf Reilmann, Madalena Rosario, Stefan Schreiber, Dina De Sousa, Geert Van Gassen, Lori Ann Warring, Klaus Seppi, C Janneke van der Woude, Joaquim J Ferreira, Wan-Fai Ng; IDEA-FAST project consortium
Publication medium:
Digital Biomarkers
Type:
Review Article
DOI:
10.1159/000536568
June 5, 2024

Evaluation of walking activity and gait to identify physical and mental fatigue in neurodegenerative and immune disorders: preliminary insights from the IDEA-FAST feasibility study

Author(s):
Chloe Hinchliffe, Rana Zia Ur Rehman, Clemence Pinaud, Diogo Branco, Dan Jackson, Teemu Ahmaniemi, Tiago Guerreiro, Meenakshi Chatterjee, Nikolay V. Manyakov, Ioannis Pandis, Kristen Davies, Victoria Macrae, Svenja Aufenberg, Emma Paulides, Hanna Hildesheim, Jennifer Kudelka, Kirsten Emmert, Geert Van Gassen, Lynn Rochester, C. Janneke van der Woude, Ralf Reilmann, Walter Maetzler, Wan‑Fai Ng and Silvia Del Din on behalf of the IDEA‑FAST Consortium
Publication medium:
Journal of NeuroEngineering and Rehabilitation
Type:
Research Paper
DOI:
doi.org/10.1186/s12984-024-01390-1