Type

Conference Proceedings

Authors

Cathal Gurrin
Michael Riegler
Duc Tien Dang Nguyen
Minh Son Dao

Subjects

Computer Science

Topics
embedded sensors heterogeneous sensory data analytics human activity recognition smart city information storage and retrieval systems state of the art lifelog smartphones

Smart lifelogging: recognizing human activities using PHASOR (2017)

Abstract Lifelog, Human Activity Recognition, Smartphones, Embedded Sensors, Smart-City, Heterogeneous Sensory Data Analytics. This paper introduces a new idea for sensor data analytics, named PHASOR, that can recognize and stream individual human activities online. The proposed sensor concept can be utilized to solve some emerging problems in smartcity domain such as health care, urban mobility, or security by creating a lifelog of human activities. PHASOR is created from three ‘components’: ID, model, and Sensor. The first component is to identify which sensor is used to monitor which object (e.g., group of users, individual users, type of smart- phone). The second component decides suitable classifiers for human activities recognition. The last one includes two types: (1) physical sensors that utilize embedded sensors in smartphones to recognize human activities, (2) human factors that uses human interaction to personally increase the accuracy of the detection. The advantage of PHASOR is the error signal is inversely proportional to its lifetime, which is well-suited for lifelogging applications. The proposed concept is evaluated and compared to de-facto datasets as well as state-of-the-art of Human Activity Recognition (HAR) using smartphones, confirming that applying PHASOR can improves the accuracy of HAR.
Collections Ireland -> Dublin City University -> Publication Type = Conference or Workshop Item
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Computing
Ireland -> Dublin City University -> Subject = Computer Science: Information storage and retrieval systems
Ireland -> Dublin City University -> Status = Published
Ireland -> Dublin City University -> Subject = Computer Science: Lifelog
Ireland -> Dublin City University -> DCU Faculties and Centres = Research Initiatives and Centres: INSIGHT Centre for Data Analytics

Full list of authors on original publication

Cathal Gurrin, Michael Riegler, Duc Tien Dang Nguyen, Minh Son Dao

Experts in our system

1
Cathal Gurrin
Dublin City University
Total Publications: 182
 
2
Michael Riegler
Dublin City University
Total Publications: 12
 
3
Duc Tien Dang Nguyen
Dublin City University
Total Publications: 20