Abstract
Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015 |
| Publisher | SCITEPRESS |
| Pages | 154-159 |
| Number of pages | 6 |
| ISBN (Print) | 978-989-758-084-0 |
| Publication status | Published - 11 Feb 2015 |
| Event | 5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015 - Angers, France Duration: 11 Feb 2015 → 13 Feb 2015 Conference number: 5 http://www.peccs.org/?y=2015 |
Conference
| Conference | 5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015 |
|---|---|
| Abbreviated title | PECCS 2015 |
| Country/Territory | France |
| City | Angers |
| Period | 11/02/15 → 13/02/15 |
| Other | PECCS 2015 will be held in conjunction with PhyCS 2015 and SENSORNETS 2015 |
| Internet address |
Keywords
- EWI-25787
- METIS-312511
- IR-95382