The use of computational techniques to Improve compliance to reminders within smart environments

Project Information

REMIND

Grant agreement ID: 734355

DOI 10.3030/734355

Project closed

EC signature date 2 December 2016

Start date 1 January 2017

End date 31 October 2022

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost € 1 084 500,00

EU contribution € 976 500,00

Coordinated by

UNIVERSITY OF ULSTER
United Kingdom

Deliverables

Documents, reports (1)

Approaches to deliver behaviour change strategies

This Deliverable will produce a report that will provide a consolidated overview of the techniques which can be used to facilitate behaviour change within the context of reminding solutions.

Demonstrators, pilots, prototypes (1)

Final Project demonstration

This deliverable will take the form of a final deliverable of the outcome of the Project in terms of a reminding solution.

Publications

Peer reviewed articles (31)

Using the Engagement Profile to Design an Engaging Robotic Teaching Assistant for Students

Author(s): Martin Cooney; Wolfgang Leister
Published in: Robotics, 2019, ISSN 2218-6581
Publisher: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/robotics8010021

SemImput: Bridging Semantic Imputation with Deep Learning for Complex Human Activity Recognition

Author(s): Muhammad Asif Razzaq, I Cleland, CD Nugent, Sungyoung Lee
Published in: Sensors, Issue Vol 20, 2020, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20102771

Correlation Analysis of Different Measurement Places of Galvanic Skin Response in Test Groups Facing Pleasant and Unpleasant Stimuli

Author(s): Andres Sanchez-Comas; Kare Synnes; Diego Molina-Estren; Alexander Troncoso-Palacio; Zhoe Comas-Gonzalez
Published in: Sensors, Issue 19 June 2021, 2021, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21124210

Ambient Sound Recognition of Daily Events by Means of Convolutional Neural Networks and Fuzzy Temporal Restrictions

Author(s): Aurora Polo-Rodriguez, Jose Manuel Vilchez Chiachio, Cristiano Paggetti, Javier Medina-Quero
Published in: Applied Sciences, Issue 11(15), 2021, ISSN 2076-3417
Publisher: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/app11156978

Affective recognition from EEG signals: an integrated data-mining approach

Author(s): Fabio Mendoza-Palechor, Maria Luiza Menezes, Anita Sant’Anna, Miguel Ortiz-Barrios, Anas Samara & Leo Galway
Published in: Journal of Ambient Intelligence and Humanized Computing, Issue Vol. 10, 2019, Page(s) 3955-3974, ISSN 1868-5137
Publisher: Springer Verlag
DOI: 10.1007/s12652-018-1065-z

Machine Learning Applied to Datasets of Human Activity Recognition-An Applications of Data Analysis in HealthCare

Author(s): Paola Patricia Ariza-Colpas , Enrico Vicario, Shariq Aziz Butt, Emiro De-la Hoz-Franco, Marlon Alberto Piñeres-Melo, Ana Isabel Oviedo-Carrascal, Muhammad Imran Tariq, Johanna Karina García Restrepo, Fulvio Patara
Published in: Current Medical Imaging, 2022, ISSN 1573-4056
Publisher: Bentham Science Publishers
DOI: 10.2174/1573405618666220104114814

A novel integration of IF-DEMATEL and TOPSIS for the classifier selection problem in assistive technology adoption for people with dementia

Author(s): Miguel Angel Ortíz-Barrios, Matias Garcia-Constantino, Chris Nugent, Isaac Alfaro-Sarmiento
Published in: International Journal of Environmental Research and Public Health, Issue 19(3), 1133, 2022, Page(s) 12-26., ISSN 1661-7827
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/ijerph19031133

Fuzzy cloud-fog computing approach application for human activity recognition in smart homes

Author(s): MA Lopez Medina, M Espinilla, I Cleland, C Nugent, J Medina
Published in: Journal of Intelligent and Fuzzy Systems, Issue 38(6), 2019, ISSN 1064-1246
Publisher: IOS Press
DOI: 10.3233/jifs-179443

Unsupervised Human Activity Recognition Using the Clustering Approach: A Review

Author(s): Paola Ariza Colpas, Enrico Vicario, Emiro De-La-Hoz-Franco, Marlon Pineres-Melo, Ana Oviedo-Carrascal and Fulvio Patara
Published in: Sensors, Issue 20(9), 2702, 2020, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20092702

Human Activity Recognition Data Analysis: History, Evolutions, and New Trends

Author(s): Paola Patricia Ariza-Colpas, Enrico Vicario, Ana Isabel Oviedo-Carrascal, Shariq Butt Aziz, Marlon Alberto Piñeres-Melo, Alejandra Quintero-Linero and Fulvio Patara
Published in: Sensors, Issue 2022, 22(9), 3401, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22093401

Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices

Author(s): Macarena Espinilla, Javier Medina, Ángel-Luis García-Fernández, Sixto Campaña, Jorge Londoño
Published in: Mobile Information Systems, Issue 2017, 2017, Page(s) 1-10, ISSN 1574-017X
Publisher: IOS Press
DOI: 10.1155/2017/7838464

A new approach based on temporal sub-windows for online sensor-based activity recognition

Author(s): Macarena Espinilla, Javier Medina, Josef Hallberg, Chris Nugent
Published in: Journal of Ambient Intelligence and Humanized Computing, Issue 2018, 2018, Page(s) 1-13, ISSN 1868-5137
Publisher: Springer Verlag
DOI: 10.1007/s12652-018-0746-y

Design for an Art Therapy Robot: An Explorative Review of the Theoretical Foundations for Engaging in Emotional and Creative Painting with a Robot

Author(s): Martin Cooney, Maria Menezes
Published in: Multimodal Technologies and Interaction, Issue 2/3, 2018, Page(s) 52, ISSN 2414-4088
Publisher: MDPI -MTI
DOI: 10.3390/mti2030052

Sensor-Based Datasets for Human Activity Recognition – A Systematic Review of Literature

Author(s): Emiro De-La-Hoz-Franco, Paola Ariza-Colpas, Javier Medina Quero, Macarena Espinilla
Published in: IEEE Access, Issue 6, 2018, Page(s) 59192-59210, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2018.2873502

Using Ontologies for the Online Recognition of Activities of Daily Living

Author(s): Alberto Salguero, Macarena Espinilla, Pablo Delatorre, Javier Medina
Published in: Sensors, Issue 18/4, 2018, Page(s) 1202, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s18041202

Ensemble classifier of long short-term memory with fuzzy temporal windows on binary sensors for activity recognition

Author(s): Javier Medina-Quero, Shuai Zhang, Chris Nugent, M. Espinilla
Published in: Expert Systems with Applications, Issue 114, 2018, Page(s) 441-453, ISSN 0957-4174
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2018.07.068

Ontology-based feature generation to improve accuracy of activity recognition in smart environments

Author(s): A.G. Salguero, M. Espinilla
Published in: Computers & Electrical Engineering, Issue 68, 2018, Page(s) 1-13, ISSN 0045-7906
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compeleceng.2018.03.048

Methodology for improving classification accuracy using ontologies: application in the recognition of activities of daily living

Author(s): A. G. Salguero, J. Medina, P. Delatorre, M. Espinilla
Published in: Journal of Ambient Intelligence and Humanized Computing, 2019, ISSN 1868-5137
Publisher: Springer Verlag
DOI: 10.1007/s12652-018-0769-4

Human Activity Recognition from the Acceleration Data of a Wearable Device. Which Features Are More Relevant by Activities?

Author(s): Macarena Espinilla, Javier Medina, Alberto Salguero, Naomi Irvine, Mark Donnelly, Ian Cleland, Chris Nugent
Published in: Proceedings, Issue 2/19, 2018, Page(s) 1242, ISSN 2504-3900
Publisher: MDPI
DOI: 10.3390/proceedings2191242

The Experience of Developing the UJAmI Smart Lab

Author(s): M. Espinilla, L. Martinez, J. Medina, C. Nugent
Published in: IEEE Access, Issue 6, 2018, Page(s) 34631-34642, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2018.2849226

Real-time Recognition of Interleaved Activities Based on Ensemble Classifier of Long Short-Term Memory with Fuzzy Temporal Windows

Author(s): Javier Quero, Claire Orr, Shuai Zang, Chris Nugent, Alberto Salguero, Macarena Espinilla
Published in: Proceedings, Issue 2/19, 2018, Page(s) 1225, ISSN 2504-3900
Publisher: MDPI
DOI: 10.3390/proceedings2191225

Detection of Falls from Non-Invasive Thermal Vision Sensors Using Convolutional Neural Networks

Author(s): Javier Quero, Matthew Burns, Muhammad Razzaq, Chris Nugent, Macarena Espinilla
Published in: Proceedings, Issue 2/19, 2018, Page(s) 1236, ISSN 2504-3900
Publisher: MDPI
DOI: 10.3390/proceedings2191236

Evaluation of convolutional neural networks for the classification of falls from heterogeneous thermal vision sensors

Author(s): Miguel Angel Lopez-Medina, Macarena Espinilla, Chris Nugent, Javier Medina Quero
Published in: Distributed Sensor Networks, Issue Vol 16(5), 2020, ISSN 1550-1329
Publisher: Taylor and Francis
DOI: 10.1177/1550147720920485

Domain Adaptation of Binary Sensors in Smart Environments Through Activity Alignment

Author(s): Aurora Polo-Rodriguez, Federico Cruciani, CD Nugent, Javier Medina
Published in: IEEE Access, Issue Vol 8, 2020, Page(s) 228804-228817, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.3046181

uMoDT: an unobtrusive multi-occupant detection and tracking using robust Kalman filter for real-time activity recognition

Author(s): Muhammad Asif Razzaq, Javier Medina Quero, I Cleland, CD Nugent, Usman Akhtar, Hafiz Syed Muhammad Bilal, Ubaid Ur Rehman, Sungyoung Lee
Published in: Multimedia Systems, Issue Vol 26, 2020, Page(s) 553-569, ISSN 0942-4962
Publisher: Springer Verlag
DOI: 10.1007/s00530-020-00664-7

Smart Product Design Process through the Implementation of a Fuzzy Kano-AHP-DEMATEL-QFD Approach

Author(s): Dionicio Neira-Rodado, Miguel Ortíz-Barrios, Sandra De la Hoz-Escorcia, Cristiano Paggetti, Laura Noffrini, Nicola Fratea
Published in: Applied Sciences, Issue 10(5), 1792, 2020, Page(s) 44589, ISSN 2076-3417
Publisher: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/app10051792

Complementing real datasets with simulated data: a regression-based approach

Author(s): M. A. Ortiz-Barrios, J. Lundström, J. Synnott, E. Järpe & A. Sant’Anna
Published in: Multimedia Tools and Applications, Issue Vol. 79, 2020, Page(s) 34301-34324, ISSN 1380-7501
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s11042-019-08368-5

Hardware for Recognition of Human Activities: A Review of Smart Home and AAL Related Technologies

Author(s): Andres Sanchez-Comas, Kåre Synnes and Josef Hallberg
Published in: Sensors, Issue 20(15), 2020, Page(s) 4227, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20154227

Evaluating the Impact of a Two-Stage Multivariate Data Cleansing Approach to Improve to the Performance of Machine Learning Classifiers: A Case Study in Human Activity Recognition

Author(s): Dionicio Neira-Rodado, Chris Nugent, Ian Cleland, Javier Velasquez, Amelec Viloria
Published in: Sensors, Issue 20(7), 1858, 2020, Page(s) 44584, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s20071858

Simulated data to estimate real sensor events—a poisson-regression-based modelling

Author(s): Miguel Angel Ortíz-Barrios, Ian Cleland, Chris Nugent,Pablo Pancardo, Eric Järpe, and Jonathan Synnott
Published in: Remote Sensing, Issue 12(5), 771, 2020, Page(s) 7-17., ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs12050771

Predicting Activity Duration in Smart Sensing Environments Using Synthetic Data and Partial Least Squares Regression: The Case of Dementia Patients

Author(s): Miguel Ortiz-Barrios, Eric Järpe, Matías García-Constantino, Ian Cleland, Chris Nugent, Sebastián Arias-Fonseca, and, Natalia Jaramillo-Rueda
Published in: Sensors, Issue 22(14), 5410, 2022, Page(s) 7-18., ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22145410

Conference proceedings (6)

Avoiding Improper Treatment of Persons with Dementia by Care Robots

Author(s): Cooney, Martin; Pashami, Sepideh; J��rpe, Eric; Ashfaq, Awais
Published in: ACM/IEEE International Conference on Human-Robot Interaction (HRI) Workshop, 2019
Publisher: Cornell University
DOI: 10.48550/arxiv.2005.06622

Identifying the Most Appropriate Classifier for Underpinning Assistive Technology Adoption for People with Dementia: An Integration of Fuzzy AHP and VIKOR Methods

Author(s): Miguel Ortiz-Barrios, CD Nugent, Matias Garcia-Constantino, Genett Jimenez-Delgado
Published in: International Conference on Human-Computer Interaction, 2020
Publisher: Springer
DOI: 10.1007/978-3-030-49907-5_29

Improving Activity Classification Using Ontologies to Expand Features in Smart Environments

Author(s): Alberto Salguero, Macarena Espinilla
Published in: Ubiquitous Computing and Ambient Intelligence: 11th International Conference, UCAmI 2017, Philadelphia, PA, USA, November 7–10, 2017, Proceedings, Issue 10586, 2017, Page(s) 381-393, ISBN 978-3-319-67585-5
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-67585-5_40

Fuzzy Fog Computing: A Linguistic Approach for Knowledge Inference in Wearable Devices

Author(s): Javier Medina, Macarena Espinilla, Daniel Zafra, Luis Martínez, Christopher Nugent
Published in: Ubiquitous Computing and Ambient Intelligence: 11th International Conference, UCAmI 2017, Philadelphia, PA, USA, November 7–10, 2017, Proceedings, Cham, Springer International Publishin, Issue 10586, 2017, Page(s) 473-485, ISBN 978-3-319-67584-8
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-67585-5_48

Computer Vision-Based Gait Velocity from Non-Obtrusive Thermal Vision Sensors

Author(s): Javier Medina-Quero, Colin Shewell, Ian Cleland, Joseph Rafferty, Chris Nugent, Macarena Espinilla Estevez
Published in: 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), 2018, Page(s) 391-396, ISBN 978-1-5386-3227-7
Publisher: IEEE
DOI: 10.1109/percomw.2018.8480174

Collection of a Diverse, Realistic and Annotated Dataset for Wearable Activity Recognition

Author(s): I. Cleland, M. P. Donnelly, C. D. Nugent, J. Hallberg, M. Espinilla, M. Garcia-Constantino
Published in: 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), 2018, Page(s) 555-560, ISBN 978-1-5386-3227-7
Publisher: IEEE
DOI: 10.1109/percomw.2018.8480322