Clustering Approach to the Problem of Human Activity Recognition using Motion Data

Szymon Wawrzyniak, Wojciech Niemiro
2015 Proceedings of the 2015 Federated Conference on Computer Science and Information Systems  
This paper describes authors' solution to the task set in AAIA'15 Data Mining Competition: Tagging Firefighter Activities at a Fire Scene (https://knowledgepit.fedcsis.org/contest/ view.php?id=106). Method involves LDA classification on a preprocessed time series data with a unique label transformation technique using K-Means clustering. Data were collected from accelerometer and gyroscope readings.
doi:10.15439/2015f424 dblp:conf/fedcsis/WawrzyniakN15 fatcat:saadol7oyrdcbnhrmsa4ufdvge