Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Battery-free Wireless Identification and Sensing
IEEE Pervasive Computing
Hands-On RFID: Wireless Wearables for Detecting Use of Objects
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
Fine-Grained Activity Recognition by Aggregating Abstract Object Usage
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
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
Common sense based joint training of human activity recognizers
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A hybrid discriminative/generative approach for modeling human activities
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
The design of a portable kit of wireless sensors for naturalistic data collection
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Using a live-in laboratory for ubiquitous computing research
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Simultaneous tracking and activity recognition (STAR) using many anonymous, binary sensors
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
Activity sensing in the wild: a field trial of ubifit garden
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Accurate activity recognition in a home setting
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Real world activity recognition with multiple goals
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Improving the recognition of interleaved activities
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
It's in your eyes: towards context-awareness and mobile HCI using wearable EOG goggles
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
On using existing time-use study data for ubiquitous computing applications
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Protecting your daily in-home activity information from a wireless snooping attack
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
VoiceLabel: using speech to label mobile sensor data
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Proceedings of the 15th ACM conference on Computer and communications security
Developing shared home behavior datasets to advance HCI and ubiquitous computing research
CHI '09 Extended Abstracts on Human Factors in Computing Systems
Robust Recognition of Reading Activity in Transit Using Wearable Electrooculography
Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
Longitudinal study of a building-scale RFID ecosystem
Proceedings of the 7th international conference on Mobile systems, applications, and services
Situvis: A Visual Tool for Modeling a User's Behaviour Patterns in a Pervasive Environment
Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Activity Recognition from Sparsely Labeled Data Using Multi-Instance Learning
LoCA '09 Proceedings of the 4th International Symposium on Location and Context Awareness
A Novel Approach for Creating Activity-Aware Applications in a Hospital Environment
INTERACT '09 Proceedings of the 12th IFIP TC 13 International Conference on Human-Computer Interaction: Part II
Eye movement analysis for 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
IEEE Journal on Selected Areas in Communications - Special issue on body area networking: Technology and applications
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
Coming to grips with the objects we grasp: detecting interactions with efficient wrist-worn sensors
Proceedings of the fourth international conference on Tangible, embedded, and embodied interaction
Object relevance weight pattern mining for activity recognition and segmentation
Pervasive and Mobile Computing
Human-behaviour study with situation lattices
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Modeling and intelligibility in ambient environments
Journal of Ambient Intelligence and Smart Environments
Recognition of hand movements using wearable accelerometers
Journal of Ambient Intelligence and Smart Environments
Wearable EOG goggles: Seamless sensing and context-awareness in everyday environments
Journal of Ambient Intelligence and Smart Environments
An unsupervised approach to activity recognition and segmentation based on object-use fingerprints
Data & Knowledge Engineering
Movement recognition using body area networks
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Context cells: towards lifelong learning in activity recognition systems
EuroSSC'09 Proceedings of the 4th European conference on Smart sensing and context
Recognizing the use-mode of kitchen appliances from their current consumption
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
Tracking your steps on the track: body sensor recordings of a controlled walking experiment
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
An activity monitoring system for elderly care using generative and discriminative models
Personal and Ubiquitous Computing
Wireless sensor networks for healthcare: A survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
Identifying the activities supported by locations with community-authored content
Proceedings of the 12th ACM international conference on Ubiquitous computing
Situvis: A sensor data analysis and abstraction tool for pervasive computing systems
Pervasive and Mobile Computing
Multiview activity recognition in smart homes with spatio-temporal features
Proceedings of the Fourth ACM/IEEE International Conference on Distributed Smart Cameras
Proceedings of the international conference on Multimedia
Proceedings of the 3rd international workshop on Affective interaction in natural environments
From on-going to complete activity recognition exploiting related activities
HBU'10 Proceedings of the First international conference on Human behavior understanding
Discovering routines from large-scale human locations using probabilistic topic models
ACM Transactions on Intelligent Systems and Technology (TIST)
Performance metrics for activity recognition
ACM Transactions on Intelligent Systems and Technology (TIST)
What is happening now? Detection of activities of daily living from simple visual features
Personal and Ubiquitous Computing
The making of a dataset for smart spaces
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
On using temporal features to create more accurate human-activity classifiers
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Identifying important action primitives for high level activity recognition
EuroSSC'10 Proceedings of the 5th European conference on Smart sensing and context
Vision-based user-centric light control for smart environments
Pervasive and Mobile Computing
Recognizing multi-user activities using wearable sensors in a smart home
Pervasive and Mobile Computing
A top-level ontology for smart environments
Pervasive and Mobile Computing
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
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
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
HMM based semi-supervised learning for activity recognition
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
A hierarchical approach to real-time activity recognition in body sensor networks
Pervasive and Mobile Computing
Multimodal recognition of reading activity in transit using body-worn sensors
ACM Transactions on Applied Perception (TAP)
Automatic assessment of cognitive impairment through electronic observation of object usage
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Object-based activity recognition with heterogeneous sensors on wrist
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
A model for using machine learning in smart environments
GPC'11 Proceedings of the 6th international conference on Grid and Pervasive Computing
Activity recognition for emergency care using RFID
Proceedings of the 6th International Conference on Body Area Networks
Modeling and intelligibility in ambient environments
Journal of Ambient Intelligence and Smart Environments
Recognition of hand movements using wearable accelerometers
Journal of Ambient Intelligence and Smart Environments
Wearable EOG goggles: Seamless sensing and context-awareness in everyday environments
Journal of Ambient Intelligence and Smart Environments
Wearable coach for sport training: A quantitative model to evaluate wrist-rotation in golf
Journal of Ambient Intelligence and Smart Environments
Understanding identity exposure in pervasive computing environments
Pervasive and Mobile Computing
Mimic sensors: battery-shaped sensor node for detecting electrical events of handheld devices
Pervasive'12 Proceedings of the 10th international conference on Pervasive Computing
Locomotion@location: when the rubber hits the road
Proceedings of the 9th international conference on Autonomic computing
Real-time crowd labeling for deployable activity recognition
Proceedings of the 2013 conference on Computer supported cooperative work
NuActiv: recognizing unseen new activities using semantic attribute-based learning
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Bootstrapping activity modeling for ambient assisted living
ICSH'13 Proceedings of the 2013 international conference on Smart Health
Activity recognition on streaming sensor data
Pervasive and Mobile Computing
A Collaboration Tool Based on SNOCAP-HET
Journal of Medical Systems
Constructing the Web of Events from raw data in the Web of Things
Mobile Information Systems - Internet of Things
Detection of daily living activities using a two-stage Markov model
Journal of Ambient Intelligence and Smart Environments - Intelligent agents in Ambient Intelligence and smart environments
Journal of Ambient Intelligence and Smart Environments - Design and Deployment of Intelligent Environments
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
Learning a taxonomy of predefined and discovered activity patterns
Journal of Ambient Intelligence and Smart Environments
Journal of Ambient Intelligence and Smart Environments
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
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We study activity recognition using 104 hours of annotated data collected from a person living in an instrumented home. The home contained over 900 sensor inputs, including wired reed switches, current and water flow inputs, object and person motion detectors, and RFID tags. Our aim was to compare different sensor modalities on data that approached "real world" conditions, where the subject and annotator were unaffiliated with the authors. We found that 10 infra-red motion detectors outperformed the other sensors on many of the activities studied, especially those that were typically performed in the same location. However, several activities, in particular "eating" and "reading" were difficult to detect, and we lacked data to study many fine-grained activities. We characterize a number of issues important for designing activity detection systems that may not have been as evident in prior work when data was collected under more controlled conditions.