Introducing a New Benchmarked Dataset for Activity Monitoring 论文

2012引用 1326
Context-Aware Activity Recognition SystemsNon-Invasive Vital Sign MonitoringTime Series Analysis and Forecasting

摘要

This paper addresses the lack of a commonly used, standard dataset and established benchmarking problems for physical activity monitoring. A new dataset - recorded from 18 activities performed by 9 subjects, wearing 3 IMUs and a HR-monitor - is created and made publicly available. Moreover, 4 classification problems are benchmarked on the dataset, using a standard data processing chain and 5 different classifiers. The benchmark shows the difficulty of the classification tasks and exposes new challenges for physical activity monitoring.