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Detecting Anomalies in Daily Activity Routines of Older Persons in Single Resident Smart Homes: Proof-of-Concept Study

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-43795-4_11openalex-snapshot
Experiences and Challenges of Providing IoT-Based Care for Elderly in Real-Life Smart Home Environments
inferredcites →https://doi.org/10.1007/978-3-319-46843-3_4openalex-snapshot
Anomaly Detection in Elderly Daily Behavior in Ambient Sensing Environments
inferredcites →https://doi.org/10.1007/978-3-319-57959-7openalex-snapshot
The EU General Data Protection Regulation (GDPR)
inferredcites →https://doi.org/10.1007/978-3-540-24646-6_1openalex-snapshot
Activity Recognition from User-Annotated Acceleration Data
inferredcites →https://doi.org/10.1007/978-94-015-3994-4openalex-snapshot
Identification of Outliers
inferredcites →https://doi.org/10.1007/s10489-017-0976-2openalex-snapshot
Combining emerging patterns with random forest for complex activity recognition in smart homes
inferredcites →https://doi.org/10.1007/s12652-009-0007-1openalex-snapshot
Recognizing independent and joint activities among multiple residents in smart environments
inferredcites →https://doi.org/10.1007/s42979-020-0070-4openalex-snapshot
Literature Review on Transfer Learning for Human Activity Recognition Using Mobile and Wearable Devices with Environmental Technology
inferredcites →https://doi.org/10.1016/b978-0-12-800852-2.00003-1openalex-snapshot
Moments of Random Variables
inferredcites →https://doi.org/10.1016/j.datak.2009.07.003openalex-snapshot
On the use of classification reliability for improving performance of the one-per-class decomposition method
inferredcites →https://doi.org/10.1016/j.jbi.2017.05.010openalex-snapshot
Examining daily activity routines of older adults using workflow
inferredcites →https://doi.org/10.1016/j.jnca.2020.102738openalex-snapshot
A review and categorization of techniques on device-free human activity recognition
inferredcites →https://doi.org/10.1016/j.neucom.2014.08.069openalex-snapshot
Activity recognition in smart homes with self verification of assignments
inferredcites →https://doi.org/10.1016/j.outlook.2015.08.004openalex-snapshot
Enhanced registered nurse care coordination with sensor technology: Impact on length of stay and cost in aging in place housing
inferredcites →https://doi.org/10.1016/j.pmcj.2008.05.002openalex-snapshot
Evidential fusion of sensor data for activity recognition in smart homes
inferredcites →https://doi.org/10.1016/j.pmcj.2012.07.003openalex-snapshot
Activity recognition on streaming sensor data
inferredcites →https://doi.org/10.1016/j.pmcj.2016.05.001openalex-snapshot
Rich contextual information for monitoring the elderly in an early stage of cognitive impairment
inferredcites →https://doi.org/10.1016/j.pmcj.2016.09.010openalex-snapshot
Forecasting occurrences of activities
inferredcites →https://doi.org/10.1080/14786448708628471openalex-snapshot
XLI. On discordant observations
inferredcites →https://doi.org/10.1093/biomet/28.3-4.308openalex-snapshot
THE EFFICIENCY OF STATISTICAL TOOLS AND A CRITERION FOR THE REJECTION OF OUTLYING OBSERVATIONS
inferredcites →https://doi.org/10.1093/geronb/gbq095openalex-snapshot
Intelligent Systems for Assessing Aging Changes: Home-Based, Unobtrusive, and Continuous Assessment of Aging
inferredcites →https://doi.org/10.1093/sleep/33.4.509openalex-snapshot
Contribution of Routine to Sleep Quality in Community Elderly
inferredcites →https://doi.org/10.1109/access.2018.2873502openalex-snapshot
Sensor-Based Datasets for Human Activity Recognition – A Systematic Review of Literature
inferredcites →https://doi.org/10.1109/aero.2005.1559688openalex-snapshot
Data outlier detection using the Chebyshev theorem
inferredcites →https://doi.org/10.1109/comst.2019.2948204openalex-snapshot
A Survey on Anomalous Behavior Detection for Elderly Care Using Dense-Sensing Networks
inferredcites →https://doi.org/10.1109/elektro.2012.6225617openalex-snapshot
Unobtrusive anomaly detection in presence of elderly in a smart-home environment
inferredcites →https://doi.org/10.1109/jbhi.2012.2234129openalex-snapshot
A Survey on Ambient-Assisted Living Tools for Older Adults
inferredcites →https://doi.org/10.1109/roman.2014.6926339openalex-snapshot
A Bayesian approach for task recognition and future human activity prediction
inferredcites →https://doi.org/10.1109/smartworld/scalcom/u50871.2021openalex-snapshot
2021 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/IOP/SCI)
inferredcites →https://doi.org/10.1109/tkde.2011.51openalex-snapshot
A Knowledge-Driven Approach to Activity Recognition in Smart Homes
inferredcites →https://doi.org/10.1109/tsmcc.2012.2198883openalex-snapshot
Sensor-Based Activity Recognition
inferredcites →https://doi.org/10.1111/j.1365-2648.2007.04103.xopenalex-snapshot
A concept analysis of routine: relevance to nursing
inferredcites →https://doi.org/10.1145/1541880.1541882openalex-snapshot
Anomaly detection
inferredcites →https://doi.org/10.1145/2490832openalex-snapshot
Complex activity recognition using context-driven activity theory and activity signatures
inferredcites →https://doi.org/10.1145/2783258.2788611openalex-snapshot
Generic and Scalable Framework for Automated Time-series Anomaly Detection
inferredcites →https://doi.org/10.1145/3229097openalex-snapshot
Real-Time Anomaly Detection in Elderly Behavior with the Support of Task Models
inferredcites →https://doi.org/10.1590/s1806-37562015000000314openalex-snapshot
Confidence intervals: a useful statistical tool to estimate effect sizes in the real world
inferredcites →https://doi.org/10.17226/23670openalex-snapshot
Strengthening Data Science Methods for Department of Defense Personnel and Readiness Missions
inferredcites →https://doi.org/10.2196/mhealth.5773openalex-snapshot
Understanding Smart Home Sensor Data for Ageing in Place Through Everyday Household Routines: A Mixed Method Case Study
inferredcites →https://doi.org/10.2340/16501977-0298openalex-snapshot
Assessment of dependence in daily activities combined with a self-rating of difficulty
inferredcites →https://doi.org/10.3390/electronics9030511openalex-snapshot
Detecting Sensor Faults, Anomalies and Outliers in the Internet of Things: A Survey on the Challenges and Solutions
inferredcites →https://doi.org/10.3390/informatics5010006openalex-snapshot
A Hybrid Approach to Recognising Activities of Daily Living from Object Use in the Home Environment
inferredcites →https://doi.org/10.3414/me9103openalex-snapshot
Anomaly Detection Using Temporal Data Mining in a Smart Home Environment
inferredcites →https://doi.org/10.5860/choice.44-6322openalex-snapshot
Competing on analytics: the new science of winning
inferredcites →https://doi.org/10.9737/hist.2018.644openalex-snapshot
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What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-16237-4_8openalex-snapshot
Security and Privacy of IoT Devices for Aging in Place
inferred← citeshttps://doi.org/10.1007/978-3-658-44688-8_6openalex-snapshot
A System for Monitoring the Functional Status of Older Adults in Daily Life
inferred← citeshttps://doi.org/10.1007/s00521-026-12079-yopenalex-snapshot
N-of-1 multi-modal human activity forecasting framework for assistive living
inferred← citeshttps://doi.org/10.1007/s12553-026-01082-xopenalex-snapshot
Detecting changes in health and daily activities using environmental and electricity sensors and machine learning
inferred← citeshttps://doi.org/10.1007/s42979-024-03207-3openalex-snapshot
A Deep Learning Based System For a Long-term Elderly Behavioral Drift Detection
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.109287openalex-snapshot
Utilizing graph neural networks for adverse health detection and personalized decision making in sensor-based remote monitoring for dementia care
inferred← citeshttps://doi.org/10.1016/j.scico.2025.103319openalex-snapshot
Investigating quality aspects for UX evaluation of IoT-based applications in smart cities: A literature review
inferred← citeshttps://doi.org/10.1038/s41598-023-39483-xopenalex-snapshot
A system for monitoring the functional status of older adults in daily life
inferred← citeshttps://doi.org/10.1061/jccee5.cpeng-4895openalex-snapshot
Assessing Daily Activity Routines Using an Unsupervised Approach in a Smart Home Environment
inferred← citeshttps://doi.org/10.1109/3ict68299.2025.11442216openalex-snapshot
Smart Home Technology Usage Among Aging and Midlife American Populations: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1109/access.2026.3666141openalex-snapshot
An Instrumental Activities of Daily Living Decline Detection Analysis Pipeline Using Temporal Changes in In-Home Sensor Data
inferred← citeshttps://doi.org/10.1109/bibe60311.2023.00069openalex-snapshot
Anomaly Detection in Real Scarce Data: A Case Study on Monitoring Elderly's Physical Activity and Sleep
inferred← citeshttps://doi.org/10.1109/ccnc51664.2024.10454817openalex-snapshot
Recognizing Seasonal Sleep Patterns of Elderly in Smart Homes Using Clustering
inferred← citeshttps://doi.org/10.1109/ccnc65079.2026.11366510openalex-snapshot
Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services’ User Anomalies
inferred← citeshttps://doi.org/10.1109/embc58623.2025.11253505openalex-snapshot
Fusing IoT Wearable and Object Motion Sensors for Enhanced Activity Recognition in Smart Homes
inferred← citeshttps://doi.org/10.1109/i2mtc66907.2026.11694911openalex-snapshot
Clustering-Based Tracking Model for Older Adults in Indoor Environments
inferred← citeshttps://doi.org/10.1109/inista59065.2023.10310468openalex-snapshot
Context Sensitive Detection of Long-term Elderly Behavior Change
inferred← citeshttps://doi.org/10.1109/jiot.2023.3290833openalex-snapshot
Discovering Behavioral Patterns Using Conversational Technology for In-Home Health and Well-Being Monitoring
inferred← citeshttps://doi.org/10.1109/jiot.2023.3300015openalex-snapshot
Multiarmed Bandits for Sleep Recognition of Elderly Living in Single-Resident Smart Homes
inferred← citeshttps://doi.org/10.1109/mesa55290.2022.10004481openalex-snapshot
Detecting Anomalies of Daily Living of the Elderly Using Radar and Self-Comparison Method
inferred← citeshttps://doi.org/10.1109/tcss.2025.3591887openalex-snapshot
Spatial–Social Synergy: GIS-Genetic Algorithm Optimization With Social Things-Enabled Cooperative Learning for Elderly Care Resource Allocation in Shanghai
inferred← citeshttps://doi.org/10.1109/uemcon67449.2025.11267627openalex-snapshot
Machine Learning Approach to Classify Gas and Position for Single Elder Home
inferred← citeshttps://doi.org/10.1142/s0129065726500279openalex-snapshot
Unsupervised Convolutional Neural Networks Using Home Presence Sensors for Behavioural Anomaly Detection in Older Adults
inferred← citeshttps://doi.org/10.1145/3765611.3815501openalex-snapshot
Lightweight Acoustic-Based Unsupervised Monitoring of Daily Routines
inferred← citeshttps://doi.org/10.1145/3806262.3806365openalex-snapshot
Design of an Intelligent Home-Renovation Environmental Perception and Risk Early-Warning System for Elderly Residential Safety
inferred← citeshttps://doi.org/10.14326/abe.12.101openalex-snapshot
Redesigned Monitoring System for Television Usage and Light/Dark Room for Older People Living Alone
inferred← citeshttps://doi.org/10.14336/ad.2024.0215openalex-snapshot
Scoping Review of Technological Solutions for Community Dwelling Older Adults and Implications for Instrumental Activities of Daily Living
inferred← citeshttps://doi.org/10.2139/ssrn.6331969openalex-snapshot
Anomaly Detection for Elderly Behaviour Living inSmart Homes using Federated Learning
inferred← citeshttps://doi.org/10.2196/42145openalex-snapshot
Acceptability of a Health Care App With 3 User Interfaces for Older Adults and Their Caregivers: Design and Evaluation Study
inferred← citeshttps://doi.org/10.2196/46282openalex-snapshot
Motion Tracking of Daily Living and Physical Activities in Health Care: Systematic Review From Designers’ Perspective
inferred← citeshttps://doi.org/10.2196/63092openalex-snapshot
Social Robots and Sensors for Enhanced Aging at Home: Mixed Methods Study With a Focus on Mobility and Socioeconomic Factors
inferred← citeshttps://doi.org/10.2196/preprints.58394openalex-snapshot
Correction: Detecting Anomalies in Daily Activity Routines of Older Persons in Single Resident Smart Homes: Proof-of-Concept Study (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.94296openalex-snapshot
Real-World Validation of an Unsupervised WiFi-Based System to Support Older Adult Care and Social Support: Longitudinal Study (Preprint)
inferred← citeshttps://doi.org/10.3390/app122111030openalex-snapshot
Identification of Daily Living Recurrent Behavioral Patterns Using Genetic Algorithms for Elderly Care
inferred← citeshttps://doi.org/10.3390/app15137272openalex-snapshot
Anomaly Detection in Elderly Health Monitoring via IoT for Timely Interventions
inferred← citeshttps://doi.org/10.3390/s22134803openalex-snapshot
Deep Learning, Mining, and Collaborative Clustering to Identify Flexible Daily Activities Patterns
inferred← citeshttps://doi.org/10.3390/s23136040openalex-snapshot
Human Action Recognition in Smart Living Services and Applications: Context Awareness, Data Availability, Personalization, and Privacy
inferred← citeshttps://doi.org/10.3390/s23156752openalex-snapshot
SeniorSentry: Correlation and Mutual Information-Based Contextual Anomaly Detection for Aging in Place
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An Innovative IoT and Edge Intelligence Framework for Monitoring Elderly People Using Anomaly Detection on Data from Non-Wearable Sensors
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Non-Intrusive Monitoring and Detection of Mobility Loss in Older Adults Using Binary Sensors
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Design and Framework of Non-Intrusive Spatial System for Child Behavior Support in Domestic Environments
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Empowering Elderly Independence
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