Publications – IDEA-FAST

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

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

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

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

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

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

11 January 2023

Embracing Consumer-level UWB-equipped Devices for Fine-grained Wireless Sensing

Author(s):
Fusang Zhang, Zhaoxin Chang, Jie Xiong, Junqi Ma, Jiazhi Ni, Wenbo Zhang, Beihong Jin, Daqing Zhang

Publication medium:
Association for Computing Machinery

Type:
Research Article

DOI:
10.1145/3569487

17 February 2023

ECG Biometric Recognition: Review, System Proposal, and Benchmark Evaluation

Author(s):
Pietro Melzi, Ruben Tolosana, Ruben Vera-Rodriguez

Publication medium:
Institute of Electrical and Electronics Engineers

Type:
Research Article

DOI:
10.1109/ACCESS.2023.3244651

9 May 2023

Validation of an Algorithm for Measurement of Sedentary Behaviour in Community-Dwelling Older Adults

Author(s):
Khalid Abdul Jabbar, Javad Sarvestan, Rana Zia Ur Rehman, Sue Lord, Ngaire Kerse, Ruth Teh, Silvia Del Din

Publication medium:
Sensors 2023

Type:
Research Article

DOI:
10.3390/s23104605

6 January 2025

Association of real life postural transitions kinematics with fatigue in neurodegenerative and immune diseases

Author(s):
Robbin Romijnders, Arash Atrsaei, Rana Zia Ur Rehman, Lea Strehlow, Jèrôme Massoud, Chloe Hinchliffe, Victoria Macrae, Kirsten Emmert, Ralf Reilmann, C. Janneke van der Woude, Geert Van Gassen, Frédéric Baribaud, Teemu Ahmaniemi, Meenakshi Chatterjee, Bruno Kusznir Vitturi, Clémence Pinaud, Jérôme Kalifa, Stefan Avey, Wan-Fai Ng, Clint Hansen, Nikolay V. Manyakov, Walter Maetzler

Publication medium:
npj Digital Medicine

Type:
Peer reviewed journal paper

DOI:
10.1038/s41746-024-01386-0