Sensor-based datasets for human activity recognition–a systematic review of literature

E De-La-Hoz-Franco, P Ariza-Colpas, JM Quero… - IEEE …, 2018 - ieeexplore.ieee.org
The research area of ambient assisted living has led to the development of activity
recognition systems (ARS) based on human activity recognition (HAR). These systems …

Multi-resident activity tracking and recognition in smart environments

H Alemdar, C Ersoy - Journal of Ambient Intelligence and Humanized …, 2017 - Springer
During last decade, smart homes in which the activities of the residents are monitored
automatically have been developed and demonstrated. However, smart homes with multiple …

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

M Espinilla, J Medina, J Hallberg, C Nugent - Journal of Ambient …, 2023 - Springer
Usually, approaches driven by data proposed in literature for sensor-based activity
recognition use the begin label and the end label of each activity in the dataset, fixing a …

Hybrid fuzzy C-means CPD-based segmentation for improving sensor-based multiresident activity recognition

D Chen, S Yongchareon, EMK Lai, J Yu… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Multiresident activity recognition (AR), which has become a popular research field in smart
environments, aims to recognize the activities of multiple residents based on data collected …

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

AG Salguero, J Medina, P Delatorre… - Journal of Ambient …, 2019 - Springer
Feature construction and selection are two key factors in the field of machine learning (ML).
Usually, these are very time-consuming and complex tasks because the features have to be …

Situ-centric reinforcement learning for recommendation of tasks in activities of daily living in smart homes

RO Oyeleke, CY Yu, CK Chang - 2018 IEEE 42nd Annual …, 2018 - ieeexplore.ieee.org
In this paper, we propose a new recommendation system that considers the changing
human mental state, behavior and environmental contexts to provide guidance to persons …

[HTML][HTML] PALOT: Profiling and authenticating users leveraging internet of things

P Nespoli, M Zago, A Huertas Celdrán, M Gil Pérez… - Sensors, 2019 - mdpi.com
Continuous authentication was introduced to propose novel mechanisms to validate users'
identity and address the problems and limitations exposed by traditional techniques …

Situation‐centered goal reinforcement of activities of daily living in smart home environments

RO Oyeleke, CK Chang, J Margrett - Expert Systems, 2020 - Wiley Online Library
Older adults with early‐stage dementia (ED) can experience confusion or lack clarity when
performing routine activities of daily living (ADLs). These circumstances predispose the …

An initiative for the creation of open datasets within pervasive healthcare

C Nugent, I Cleland, A Santanna… - 10th EAI International …, 2016 - diva-portal.org
In this paper issues surrounding the collection, annotation, management and sharing of data
gathered from pervasive health systems are presented. The overarching motivation for this …

Ontology‐Based Framework for the Automatic Recognition of Activities of Daily Living Using Class Expression Learning Techniques

AG Salguero, P Delatorre, J Medina… - Scientific …, 2019 - Wiley Online Library
The miniaturization and price reduction of sensors have encouraged the proliferation of
smart environments, in which multitudinous sensors detect and describe the activities …