Multimodal Recognition of Cognitive Workload for Multitasking in the Car
| File | Description | Size | Format | |
|---|---|---|---|---|
| PutzeJarvisSchultz_Multimodal recognition of Cognitive Workload_2010_accepted-version_PDF-A.pdf | 711.08 kB | Adobe PDF | View/Open |
| Authors: | Putze, Felix  Jarvis, Jan-Philip Schultz, Tanja |
Abstract: | This work describes the development and evaluation of a recognizer for different levels of cognitive workload in the car. We collected multiple biosignal streams (skin conductance, pulse, respiration, EEG) during an experiment in a driving simulator in which the drivers performed a primary driving task and several secondary tasks of varying difficulty. From this data, an SVM based workload classifier was trained and evaluated. |
Keywords: | Cognitive workload multimodal recognition; Car; Multiple biosignal streams; Skin conductance; Pulse; Respiration; EEG; SVM based workload classifier; Simulator | Issue Date: | 2010 | Journal/Edited collection: | 20th International Conference on Pattern Recognition (ICPR), 2010 | Start page: | 3748 | End page: | 3751 | Type: | Konferenzbeitrag | ISBN: | 978-1-4244-7542-1 | Secondary publication: | yes | Document version: | Postprint | DOI: | 10.26092/elib/2333 | URN: | urn:nbn:de:gbv:46-elib70125 | Faculty: | Fachbereich 03: Mathematik/Informatik (FB 03) |
| Appears in Collections: | Forschungsdokumente |
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