Activity Recognition and Abnormality Detection with the Switching Hidden Semi-Markov Model
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Fine-Grained Activity Recognition by Aggregating Abstract Object Usage
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
Pattern Recognition and Machine Learning (Information Science and Statistics)
Pattern Recognition and Machine Learning (Information Science and Statistics)
Sensing from the basement: a feasibility study of unobtrusive and low-cost home activity recognition
UIST '06 Proceedings of the 19th annual ACM symposium on User interface software and technology
Assistive intelligent environments for automatic health monitoring
Assistive intelligent environments for automatic health monitoring
The class imbalance problem: A systematic study
Intelligent Data Analysis
A hybrid discriminative/generative approach for modeling human activities
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A long-term evaluation of sensing modalities for activity recognition
UbiComp '07 Proceedings of the 9th international conference on Ubiquitous computing
Simultaneous tracking and activity recognition (STAR) using many anonymous, binary sensors
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
Cross-domain activity recognition
Proceedings of the 11th international conference on Ubiquitous computing
Review: The use of pervasive sensing for behaviour profiling - a survey
Pervasive and Mobile Computing
Context-aware middleware for pervasive elderly homecare
IEEE Journal on Selected Areas in Communications - Special issue on wireless and pervasive communications for healthcare
Sensor-Based Human Activity Recognition in a Multi-user Scenario
AmI '09 Proceedings of the European Conference on Ambient Intelligence
UbiPay: minimizing transaction costs with smart mobile payments
Mobility '09 Proceedings of the 6th International Conference on Mobile Technology, Application & Systems
Real-time activity classification using ambient and wearable sensors
IEEE Transactions on Information Technology in Biomedicine - Special section on body sensor networks
Human-behaviour study with situation lattices
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Preference model assisted activity recognition learning in a smart home environment
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
The self-programming thermostat: optimizing setback schedules based on home occupancy patterns
Proceedings of the First ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
Using Dempster-Shafer theory of evidence for situation inference
EuroSSC'09 Proceedings of the 4th European conference on Smart sensing and context
Statistic-based context recognition in smart car
EuroSSC'09 Proceedings of the 4th European conference on Smart sensing and context
Activity recognition using semi-Markov models on real world smart home datasets
Journal of Ambient Intelligence and Smart Environments
Activity recognition using temporal evidence theory
Journal of Ambient Intelligence and Smart Environments
An activity monitoring system for elderly care using generative and discriminative models
Personal and Ubiquitous Computing
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Proceedings of the 12th ACM international conference on Ubiquitous computing
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Proceedings of the 12th ACM international conference adjunct papers on Ubiquitous computing - Adjunct
The smart thermostat: using occupancy sensors to save energy in homes
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IEEE Transactions on Information Technology in Biomedicine
From on-going to complete activity recognition exploiting related activities
HBU'10 Proceedings of the First international conference on Human behavior understanding
Conditional random fields for activity recognition in smart environments
Proceedings of the 1st ACM International Health Informatics Symposium
Reasoning activity for smart homes using a lattice-based evidential structure
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
Exploiting acoustic source localization for context classification in smart environments
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
The making of a dataset for smart spaces
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Implementing evidential activity recognition in sensorised homes
Technology and Health Care
Identifying important action primitives for high level activity recognition
EuroSSC'10 Proceedings of the 5th European conference on Smart sensing and context
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Activity recognition based on RFID object usage for smart mobile devices
Journal of Computer Science and Technology
Cross-domain activity recognition via transfer learning
Pervasive and Mobile Computing
Recognizing multi-user activities using wearable sensors in a smart home
Pervasive and Mobile Computing
OWL 2 modeling and reasoning with complex human activities
Pervasive and Mobile Computing
TagSense: a smartphone-based approach to automatic image tagging
MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Exploring semantics in activity recognition using context lattices
Journal of Ambient Intelligence and Smart Environments
A dynamic sliding window approach for activity recognition
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Recognizing the use of portable electrical devices with hand-worn magnetic sensors
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Annotating sensor data to identify activities of daily living
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Multiple people activity recognition using MHT over DBN
ICOST'11 Proceedings of the 9th international conference on Toward useful services for elderly and people with disabilities: smart homes and health telematics
Assurance-oriented activity recognition
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Time handling for real-time progressive activity recognition
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Activity recognition: an evolutionary ensembles approach
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Dynamic multi-component based activity detection and recognition within smart homes
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Activity and device position recognition in mobile devices
Proceedings of the 13th international conference on Ubiquitous computing
Enhancing activity recognition in smart homes using feature induction
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Modeling human activity semantics for improved recognition performance
UIC'11 Proceedings of the 8th international conference on Ubiquitous intelligence and computing
GPARS: a general-purpose activity recognition system
Applied Intelligence
The hitchhiker's guide to successful residential sensing deployments
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Empath: a continuous remote emotional health monitoring system for depressive illness
Proceedings of the 2nd Conference on Wireless Health
ARHMAM: an activity recognition system based on hidden Markov minded activity model
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Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
Unsupervised recognition of ADLs
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
Object-based activity recognition with heterogeneous sensors on wrist
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Transferring knowledge of activity recognition across sensor networks
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Hierarchical activity recognition using automatically clustered actions
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
Using active learning to allow activity recognition on a large scale
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
Human behavior analysis in ubiquitous environments for energy efficiency improvement
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Ambient monitoring from an elderly-centred design perspective: what, who and how
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
Attitude towards robots depends on interaction but not on anticipatory behaviour
ICSR'11 Proceedings of the Third international conference on Social Robotics
Human behavior understanding for inducing behavioral change: application perspectives
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
Semi-supervised fall detection algorithm using fall indicators in smartphone
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Weight factor algorithms for activity recognition in lattice-based sensor fusion
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Transfer learning for activity recognition via sensor mapping
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Behaviour recognition in smart homes
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Mining event periodicity from incomplete observations
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Journal of Ambient Intelligence and Smart Environments
Mimic sensors: battery-shaped sensor node for detecting electrical events of handheld devices
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Recognizing handheld electrical device usage with hand-worn coil of wire
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Being SMART about failures: assessing repairs in SMART homes
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
An integrated framework for human activity classification
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Weights of evidence for intelligible smart environments
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Human motion recognition using a wireless sensor-based wearable system
Personal and Ubiquitous Computing
Context provenance to enhance the dependability of ambient intelligence systems
Personal and Ubiquitous Computing
Pervasive and Mobile Computing
Online activity recognition using evolving classifiers
Expert Systems with Applications: An International Journal
Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments
Creating and benchmarking a new dataset for physical activity monitoring
Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments
EEM: evolutionary ensembles model for activity recognition in Smart Homes
Applied Intelligence
A hybrid HMM/ANN model for activity recognition in the home using binary sensors
IWAAL'12 Proceedings of the 4th international conference on Ambient Assisted Living and Home Care
Data reconciliation in a smart home sensor network
Expert Systems with Applications: An International Journal
Segmenting sensor data for activity monitoring in smart environments
Personal and Ubiquitous Computing
Classifier ensemble optimization for human activity recognition in smart homes
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Generating corpora of activities of daily living and towards measuring the corpora's complexity
CAVE'12 Proceedings of the First international conference on Cognitive Agents for Virtual Environments
Improving activity recognition without sensor data: a comparison study of time use surveys
Proceedings of the 4th Augmented Human International Conference
Bayesian-based scenario generation method for human activities
Proceedings of the 2013 ACM SIGSIM conference on Principles of advanced discrete simulation
Complex activity recognition using context-driven activity theory and activity signatures
ACM Transactions on Computer-Human Interaction (TOCHI)
2nd workshop on recent advances in behavior prediction and pro-active pervasive computing
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Science of Computer Programming
Real-time fall detection and activity recognition using low-cost wearable sensors
ICCSA'13 Proceedings of the 13th international conference on Computational Science and Its Applications - Volume 1
An evidential fusion approach for activity recognition in ambient intelligence environments
Robotics and Autonomous Systems
ARAS human activity datasets in multiple homes with multiple residents
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Longitudinal residential ambient monitoring: correlating sensor data to functional health status
Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare
The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition
Pattern Recognition Letters
Using time use with mobile sensor data: a road to practical mobile activity recognition?
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Dynamic sensor data segmentation for real-time knowledge-driven activity recognition
Pervasive and Mobile Computing
Journal of Ambient Intelligence and Smart Environments - Design and Deployment of Intelligent Environments
An unsupervised recommender system for smart homes
Journal of Ambient Intelligence and Smart Environments - Ambient and Smart Component Technologies for Human Centric Computing
Latent-Dynamic Conditional Random Fields for recognizing activities in smart homes
Journal of Ambient Intelligence and Smart Environments - Ambient and Smart Component Technologies for Human Centric Computing
A wearable sensor based approach to real-time fall detection and fine-grained activity recognition
Journal of Mobile Multimedia
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A sensor system capable of automatically recognizing activities would allow many potential ubiquitous applications. In this paper, we present an easy to install sensor network and an accurate but inexpensive annotation method. A recorded dataset consisting of 28 days of sensor data and its annotation is described and made available to the community. Through a number of experiments we show how the hidden Markov model and conditional random fields perform in recognizing activities. We achieve a timeslice accuracy of 95.6% and a class accuracy of 79.4%.