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Bootstrapping Human Activity Recognition Systems for Smart Homes from Scratch

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What this work says

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

inferredcites →https://doi.org/10.1007/521.1433-3058openalex-snapshot
Neural Computing and Applications
inferredcites →https://doi.org/10.1007/978-3-540-24646-6_10openalex-snapshot
Activity Recognition in the Home Using Simple and Ubiquitous Sensors
inferredcites →https://doi.org/10.1007/978-3-540-39653-6_13openalex-snapshot
Tools for Studying Behavior and Technology in Natural Settings
inferredcites →https://doi.org/10.1007/978-981-16-0575-8_9openalex-snapshot
Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes
inferredcites →https://doi.org/10.1007/s40745-015-0040-1openalex-snapshot
A Comprehensive Survey of Clustering Algorithms
inferredcites →https://doi.org/10.1016/j.eswa.2021.115641openalex-snapshot
Embedding-based real-time change point detection with application to activity segmentation in smart home time series data
inferredcites →https://doi.org/10.1016/j.ins.2021.04.062openalex-snapshot
Continual learning in sensor-based human activity recognition: An empirical benchmark analysis
inferredcites →https://doi.org/10.1016/j.neucom.2018.10.104openalex-snapshot
A sequential deep learning application for recognising human activities in smart homes
inferredcites →https://doi.org/10.1016/j.patrec.2012.12.014openalex-snapshot
The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition
inferredcites →https://doi.org/10.1017/s0033291716002166openalex-snapshot
A study of wrist-worn activity measurement as a potential real-world biomarker for late-life depression
inferredcites →https://doi.org/10.1023/a:1023657221954openalex-snapshot
Ecological Momentary Assessment Research in Behavioral medicine
inferredcites →https://doi.org/10.1080/15427609.2017.1340052openalex-snapshot
The Questionable Ecological Validity of Ecological Momentary Assessment: Considerations for Design and Analysis
inferredcites →https://doi.org/10.1109/34.908962openalex-snapshot
Recognizing action units for facial expression analysis
inferredcites →https://doi.org/10.1109/chicc.2014.6895735openalex-snapshot
Recognizing human activity in smart home using deep learning algorithm
inferredcites →https://doi.org/10.1109/cvpr.2017.587openalex-snapshot
iCaRL: Incremental Classifier and Representation Learning
inferredcites →https://doi.org/10.1109/iswc.2012.15openalex-snapshot
Automatic Synchronization of Wearable Sensors and Video-Cameras for Ground Truth Annotation -- A Practical Approach
inferredcites →https://doi.org/10.1109/jas.2019.1911747openalex-snapshot
The UCR time series archive
inferredcites →https://doi.org/10.1109/mc.2012.328openalex-snapshot
CASAS: A Smart Home in a Box
inferredcites →https://doi.org/10.1109/percom.2003.1192783openalex-snapshot
MavHome: an agent-based smart home
inferredcites →https://doi.org/10.1109/percomworkshops20042.2012openalex-snapshot
2012 IEEE International Conference on Pervasive Computing and Communications Workshops
inferredcites →https://doi.org/10.1109/tkde.2018.2850347openalex-snapshot
Real-Time Change Point Detection with Application to Smart Home Time Series Data
inferredcites →https://doi.org/10.1145/1409635.1409637openalex-snapshot
Accurate activity recognition in a home setting
inferredcites →https://doi.org/10.1145/1579114.1579161openalex-snapshot
Ambient kitchen
inferredcites →https://doi.org/10.1145/2370216.2370246openalex-snapshot
The french kitchen
inferredcites →https://doi.org/10.1145/2493432.2493492openalex-snapshot
ClimbAX
inferredcites →https://doi.org/10.1145/2499621openalex-snapshot
A tutorial on human activity recognition using body-worn inertial sensors
inferredcites →https://doi.org/10.1145/2638728openalex-snapshot
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication
inferredcites →https://doi.org/10.1145/2638728.2641300openalex-snapshot
On strategies for budget-based online annotation in human activity recognition
inferredcites →https://doi.org/10.1145/2835372openalex-snapshot
Multioccupant Activity Recognition in Pervasive Smart Home Environments
inferredcites →https://doi.org/10.1145/3090076openalex-snapshot
Ensembles of Deep LSTM Learners for Activity Recognition using Wearables
inferredcites →https://doi.org/10.1145/3123021.3123044openalex-snapshot
Unsupervised online activity discovery using temporal behaviour assumption
inferredcites →https://doi.org/10.1145/3313831.3376875openalex-snapshot
Automated Class Discovery and One-Shot Interactions for Acoustic Activity Recognition
inferredcites →https://doi.org/10.1145/3314399openalex-snapshot
Towards Reliable, Automated General Movement Assessment for Perinatal Stroke Screening in Infants Using Wearable Accelerometers
inferredcites →https://doi.org/10.1145/3400066openalex-snapshot
A Survey of Unsupervised Deep Domain Adaptation
inferredcites →https://doi.org/10.1145/3432227openalex-snapshot
Deriving Effective Human Activity Recognition Systems through Objective Task Complexity Assessment
inferredcites →https://doi.org/10.1145/956750.956808openalex-snapshot
Probabilistic discovery of time series motifs
inferredcites →https://doi.org/10.1145/985692.985693openalex-snapshot
Acquiring in situ training data for context-aware ubiquitous computing applications
inferredcites →https://doi.org/10.1186/s40537-016-0043-6openalex-snapshot
A survey of transfer learning
inferredcites →https://doi.org/10.2991/978-94-91216-05-3openalex-snapshot
Activity Recognition in Pervasive Intelligent Environments
inferredcites →https://doi.org/10.3233/ais-170427openalex-snapshot
Active learning with uncertainty sampling for large scale activity recognition in smart homes
inferredcites →https://doi.org/10.3390/electronics10202498openalex-snapshot
Using Language Model to Bootstrap Human Activity Recognition Ambient Sensors Based in Smart Homes
inferredcites →https://doi.org/10.3390/proceedings2191245openalex-snapshot
A Comparative Analysis of Windowing Approaches in Dense Sensing Environments
inferredcites →https://doi.org/10.3390/s16010115openalex-snapshot
Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition
inferredcites →https://doi.org/10.4108/icst.pervasivehealth.2013.252120openalex-snapshot
ARAS Human Activity Datasets in Multiple Homes with Multiple Residents
inferredcites →https://doi.org/10.4108/pervasivehealth.2012openalex-snapshot
Proceedings of the 6th International Conference on Pervasive Computing Technologies for Healthcare

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-031-63989-0_19openalex-snapshot
SelfAct: Personalized Activity Recognition Based on Self-Supervised and Active Learning
inferred← citeshttps://doi.org/10.1007/978-981-96-4741-5_37openalex-snapshot
Enhancing Human Activity Recognition with Language Analysis and BERT
inferred← citeshttps://doi.org/10.1007/s10462-025-11255-1openalex-snapshot
Agent-in-the-loop to distill expert knowledge into artificial intelligence models: a survey
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.126178openalex-snapshot
Multi-subject human activities: A survey of recognition and evaluation methods based on a formal framework
inferred← citeshttps://doi.org/10.1109/abc61795.2024.10651685openalex-snapshot
Maintenance Required: Updating and Extending Bootstrapped Human Activity Recognition Systems for Smart Homes
inferred← citeshttps://doi.org/10.1109/access.2025.3598088openalex-snapshot
A Review of Wearables-Based Activities of Daily Living Recognition With LLMs: Overview, Progress, and Trends
inferred← citeshttps://doi.org/10.1109/dcoss-iot65416.2025.00051openalex-snapshot
(Demo) FlowAR: A Framework for Data-Driven Development of Human Activity Recognition Systems using Binary Sensors
inferred← citeshttps://doi.org/10.1109/icbda61153.2024.10607364openalex-snapshot
A Synergistic Large Language Model and Supervised Learning Approach to Zero-Shot and Continual Activity Recognition in Smart Homes
inferred← citeshttps://doi.org/10.1109/jsen.2024.3390755openalex-snapshot
An Improved Masking Strategy for Self- Supervised Masked Reconstruction in Human Activity Recognition
inferred← citeshttps://doi.org/10.1109/jsen.2025.3596321openalex-snapshot
Empowering Home Security Through Wall-Crossing Activity Detection Using Vision Cameras and Convolutional Long Short-Term Architecture
inferred← citeshttps://doi.org/10.1109/percomworkshops68308.2026.11585253openalex-snapshot
The Role of Personalization Weights in Sensor-Based Human Activity Recognition
inferred← citeshttps://doi.org/10.1145/3610921openalex-snapshot
MicroCam
inferred← citeshttps://doi.org/10.1145/3615834.3615848openalex-snapshot
A Real-time Human Pose Estimation Approach for Optimal Sensor Placement in Sensor-based Human Activity Recognition
inferred← citeshttps://doi.org/10.1145/3631407openalex-snapshot
Semantic Loss
inferred← citeshttps://doi.org/10.1145/3631419openalex-snapshot
Reenvisioning Patient Education with Smart Hospital Patient Rooms
inferred← citeshttps://doi.org/10.1145/3631445openalex-snapshot
TS2ACT
inferred← citeshttps://doi.org/10.1145/3643552openalex-snapshot
UbiPhysio
inferred← citeshttps://doi.org/10.1145/3664647.3681664openalex-snapshot
Vi2ACT:Video-enhanced Cross-modal Co-learning with Representation Conditional Discriminator for Few-shot Human Activity Recognition
inferred← citeshttps://doi.org/10.1145/3675094.3678444openalex-snapshot
Game of LLMs: Discovering Structural Constructs in Activities using Large Language Models
inferred← citeshttps://doi.org/10.1145/3712278openalex-snapshot
Layout-Agnostic Human Activity Recognition in Smart Homes through Textual Descriptions Of Sensor Triggers (TDOST)
inferred← citeshttps://doi.org/10.1145/3714394.3750560openalex-snapshot
UbiSense 2025: First International Workshop on Emerging Techniques in Ubiquitous Sensing and Interaction
inferred← citeshttps://doi.org/10.1145/3715071.3750431openalex-snapshot
Cross-Modal Translation and Alignment of Sensor Events for Layout-Aware Activity Modeling
inferred← citeshttps://doi.org/10.1145/3717608openalex-snapshot
Transfer Learning in Sensor-Based Human Activity Recognition: A Survey
inferred← citeshttps://doi.org/10.1145/3725856openalex-snapshot
Large Language Models Are Zero-Shot Recognizers for Activities of Daily Living
inferred← citeshttps://doi.org/10.1145/3746252.3761163openalex-snapshot
Self-supervised Dual-view Framework with Tailored Negative Sampling for New Activity Detection
inferred← citeshttps://doi.org/10.1145/3749485openalex-snapshot
Harnessing Home IoT for Self-tracking Emotional Wellbeing: Behavioral Patterns, Self-reflection, and Privacy Concerns
inferred← citeshttps://doi.org/10.1145/3749509openalex-snapshot
One Model to Fit Them All: Universal IMU-based Human Activity Recognition with LLM-assisted Cross-dataset Representation
inferred← citeshttps://doi.org/10.1145/3766900openalex-snapshot
Leveraging Large Language Models for Explainable Activity Recognition in Smart Homes: A Critical Evaluation
inferred← citeshttps://doi.org/10.1145/3770674openalex-snapshot
OrganicHAR: Towards Activity Discovery in Organic Settings for Privacy Preserving Sensors Using Efficient Video Analysis
inferred← citeshttps://doi.org/10.1145/3772318.3791014openalex-snapshot
ActivitySeeker: Towards Collaborative Personalized Human Activity Discovery and Recognition on Smartphones
inferred← citeshttps://doi.org/10.1145/3831643openalex-snapshot
Open-ended Human Activity Understanding via LLM-assisted Motion Decomposition and Semantic Fusion
inferred← citeshttps://doi.org/10.1145/3832003openalex-snapshot
Adapting Pretrained Large Vision Models for Sensor-based Activity Recognition
inferred← citeshttps://doi.org/10.3390/s23115281openalex-snapshot
Review on Human Action Recognition in Smart Living: Sensing Technology, Multimodality, Real-Time Processing, Interoperability, and Resource-Constrained Processing
inferred← citeshttps://doi.org/10.3390/s23187729openalex-snapshot
The Lifespan of Human Activity Recognition Systems for Smart Homes
inferred← citeshttps://doi.org/10.3390/s23239571openalex-snapshot
HARE: Unifying the Human Activity Recognition Engineering Workflow
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