Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
Layered Representations for Human Activity Recognition
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
The Journal of Machine Learning Research
Rhythm modeling, visualizations and applications
Proceedings of the 16th annual ACM symposium on User interface software and technology
Inferring Activities from Interactions with Objects
IEEE Pervasive Computing
Fine-Grained Activity Recognition by Aggregating Abstract Object Usage
ISWC '05 Proceedings of the Ninth IEEE International Symposium on Wearable Computers
Long-Term Activity Monitoring with a Wearable Sensor Node
BSN '06 Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks
Reality mining: sensing complex social systems
Personal and Ubiquitous Computing
Extracting Places and Activities from GPS Traces Using Hierarchical Conditional Random Fields
International Journal of Robotics Research
Unsupervised clustering of ambulatory audio and video
ICASSP '99 Proceedings of the Acoustics, Speech, and Signal Processing, 1999. on 1999 IEEE International Conference - Volume 06
Recognition of user activity sequences using distributed event detection
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Recognising activities of daily life using hierarchical plans
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Scalable recognition of daily activities with wearable sensors
LoCA'07 Proceedings of the 3rd international conference on Location-and context-awareness
Coordinate: probabilistic forecasting of presence and availability
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Predestination: inferring destinations from partial trajectories
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
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
Daily Routine Recognition through Activity Spotting
LoCA '09 Proceedings of the 4th International Symposium on Location and Context Awareness
Eye movement analysis for activity recognition
Proceedings of the 11th international conference on Ubiquitous computing
Dynamic hyperparameter optimization for bayesian topical trend analysis
Proceedings of the 18th ACM conference on Information and knowledge management
BodyANT: miniature wireless sensors for naturalistic monitoring of daily activity
BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks
A First Approach to Activity Recognition using Topic Models
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Unsupervised context detection using wireless signals
Pervasive and Mobile Computing
A First Approach to Activity Recognition using Topic Models
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Detecting activities from body-worn accelerometers via instance-based algorithms
Pervasive and Mobile Computing
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
Power-accuracy tradeoffs in human activity transition detection
Proceedings of the Conference on Design, Automation and Test in Europe
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)
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
Learning patterns of pick-ups and drop-offs to support busy family coordination
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Human activity recognition from accelerometer data using a wearable device
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Pervasive sensing to model political opinions in face-to-face networks
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Large scale real-life action recognition using conditional random fields with stochastic training
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
HMM based semi-supervised learning for activity recognition
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Bayesian nonparametric modeling of user activities
Proceedings of the 2011 international workshop on Trajectory data mining and analysis
Activity and device position recognition in mobile devices
Proceedings of the 13th international conference on Ubiquitous computing
RFID enabled traceability networks: a survey
Distributed and Parallel Databases
Semi-Markov conditional random fields for accelerometer-based activity recognition
Applied Intelligence
Expert Systems with Applications: An International Journal
Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
Multimodal recognition of reading activity in transit using body-worn sensors
ACM Transactions on Applied Perception (TAP)
Feature learning for activity recognition in ubiquitous computing
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
User-dependent aspect model for collaborative activity recognition
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Mining complex activities in the wild via a single smartphone accelerometer
Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data
Benchmarking results of semantic reasoners applied to an ambient assisted living environment
ICOST'12 Proceedings of the 10th international smart homes and health telematics conference on Impact Ananlysis of Solutions for Chronic Disease Prevention and Management
An integrated framework for human activity classification
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Pervasive and Mobile Computing
Human interaction discovery in smartphone proximity networks
Personal and Ubiquitous Computing
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
Information Sciences: an International Journal
Improving activity recognition without sensor data: a comparison study of time use surveys
Proceedings of the 4th Augmented Human International Conference
NuActiv: recognizing unseen new activities using semantic attribute-based learning
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
A survey on smartphone-based systems for opportunistic user context recognition
ACM Computing Surveys (CSUR)
Combining embedded accelerometers with computer vision for recognizing food preparation activities
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Towards zero-shot learning for human activity recognition using semantic attribute sequence model
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
An exploration with online complex activity recognition using cellphone accelerometer
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)
From the internet of things to embedded intelligence
World Wide Web
Exploiting processor heterogeneity for energy efficient context inference on mobile phones
Proceedings of the Workshop on Power-Aware Computing and Systems
The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition
Pattern Recognition Letters
A probabilistic approach to mining mobile phone data sequences
Personal and Ubiquitous Computing
Activity-based topic discovery
Web Intelligence and Agent Systems
| Hi-index | 0.01 |
In this work we propose a novel method to recognize daily routines as a probabilistic combination of activity patterns. The use of topic models enables the automatic discovery of such patterns in a user's daily routine. We report experimental results that show the ability of the approach to model and recognize daily routines without user annotation.