Activity and Location Recognition Using Wearable Sensors
IEEE Pervasive Computing
Toward Context-Aware Computing: Experiences and Lessons
IEEE Intelligent Systems
Combining the Self-Organizing Map and K-Means Clustering for On-Line Classification of Sensor Data
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Collaborative Context Recognition for Handheld Devices
PERCOM '03 Proceedings of the First IEEE International Conference on Pervasive Computing and Communications
Bayesian approach to sensor-based context awareness
Personal and Ubiquitous Computing
Information requirement elicitation in mobile commerce
Communications of the ACM - Mobile computing opportunities and challenges
Acquiring in situ training data for context-aware ubiquitous computing applications
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Modeling and simulating electronic textile applications
Proceedings of the 2004 ACM SIGPLAN/SIGBED conference on Languages, compilers, and tools for embedded systems
IEEE Transactions on Mobile Computing
Gesture spotting using wrist worn microphone and 3-axis accelerometer
Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies
SATIRE: a software architecture for smart AtTIRE
Proceedings of the 4th international conference on Mobile systems, applications and services
Some sensor network elements for ubiquitous computing
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Activity Recognition of Assembly Tasks Using Body-Worn Microphones and Accelerometers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Using electronic textiles to implement an acoustic beamforming array: A case study
Pervasive and Mobile Computing
Granular best match algorithm for context-aware computing systems
Journal of Systems and Software
Using physical activity for user behavior analysis
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Dealing with sensor displacement in motion-based onbody activity recognition systems
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Mobile Context Provider for Social Networking
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
Recognition of hand movements using wearable accelerometers
Journal of Ambient Intelligence and Smart Environments
Automatic feature selection for context recognition in mobile devices
Pervasive and Mobile Computing
Discriminative temporal smoothing for activity recognition from wearable sensors
UCS'07 Proceedings of the 4th international conference on Ubiquitous computing systems
Providing user context for mobile and social networking applications
Pervasive and Mobile Computing
Statistic-based context recognition in smart car
EuroSSC'09 Proceedings of the 4th European conference on Smart sensing and context
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
Detecting activities from body-worn accelerometers via instance-based algorithms
Pervasive and Mobile Computing
Bayesian recognition of motion related activities with inertial sensors
Proceedings of the 12th ACM international conference adjunct papers on Ubiquitous computing - Adjunct
Preprocessing techniques for context recognition from accelerometer data
Personal and Ubiquitous Computing
Improving the classification accuracy of streaming data using SAX similarity features
Pattern Recognition Letters
Accelerometry-based classification of human activities using Markov Modeling
Computational Intelligence and Neuroscience - Special issue on Selected Papers from the 4th International Conference on Bioinspired Systems and Cognitive Signal Processing
A rule-based approach to activity recognition
KICSS'10 Proceedings of the 5th international conference on Knowledge, information, and creativity support systems
Detecting and interpreting muscle activity with wearable force sensors
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Context reasoning technologies in ubiquitous computing environment
EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
Unsupervised clustering of context data and learning user requirements for a mobile device
CONTEXT'05 Proceedings of the 5th international conference on Modeling and Using Context
Swallow sound analysis for automated ingestion detection
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Where am i: recognizing on-body positions of wearable sensors
LoCA'05 Proceedings of the First international conference on Location- and Context-Awareness
Active capacitive sensing: exploring a new wearable sensing modality for activity recognition
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Recognition of hand movements using wearable accelerometers
Journal of Ambient Intelligence and Smart Environments
GripSense: using built-in sensors to detect hand posture and pressure on commodity mobile phones
Proceedings of the 25th annual ACM symposium on User interface software and technology
An approach to social recommendation for context-aware mobile services
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Visualisation of sensor data from animal movement
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
Personal and Ubiquitous Computing
Complex activity recognition using context-driven activity theory and activity signatures
ACM Transactions on Computer-Human Interaction (TOCHI)
Sensor-embedded teeth for oral activity recognition
Proceedings of the 2013 International Symposium on Wearable Computers
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
A wearable sensor based approach to real-time fall detection and fine-grained activity recognition
Journal of Mobile Multimedia
| Hi-index | 0.00 |
If a wearable device can register what the wearer is currently doing, it can anticipate and adjust its behavior to avoid redundant interaction with the user. However, the relevance and properties of the activities that should be recognized depend on both the application and the user. This requires an adaptive recognition of the activities where the user, instead of the designer, can teach the device what he/she is doing. As a case study, we connected a pair of pants with accelerometers to a laptop to interpret the raw sensor data. Using a combination of machine learning techniques such as Kohonen maps and probabilistic models, we build a system that is able to learn activities while requiring minimal user attention.