Optimal Time Segments for Stress Detection

作者: Nandita Sharma , Tom Gedeon

DOI: 10.1007/978-3-642-39712-7_32

关键词:

摘要: Some response signals being modeled for humans over some time segments may not be relevant analysis and modeling. These could contribute to reducing the quality of patterns captured by models, inefficient processing impose huge demands on storage resources. This work proposes an approach search from human particularly, physiological physical recognize stress. The paper determine that were critical differentiate types text based A support vector machine (SVM) was used classify different features signals. SVM genetic algorithm (GA) hybrid is developed optimal stress detection (OTSSD). As well as optimizing segments, GA also dealt with hundreds have included redundant irrelevant features. Optimal in reading successfully found classifier showed improvement recognition when optimized used.

参考文章(26)
Han Huang, Xiaowei Yang, Zhifeng Hao, Chunguo Wu, Yanchun Liang, Xi Zhao, Hybrid chromosome genetic algorithm for generalized traveling salesman problems international conference on natural computation. pp. 137- 140 ,(2005) , 10.1007/11539902_16
Thi Hong Nhan Vu, Namkyu Park, Yang Koo Lee, Yongmi Lee, Jong Yun Lee, Keun Ho Ryu, Online discovery of Heart Rate Variability patterns in mobile healthcare services Journal of Systems and Software. ,vol. 83, pp. 1930- 1940 ,(2010) , 10.1016/J.JSS.2010.05.074
Yu Shi, Natalie Ruiz, Ronnie Taib, Eric Choi, Fang Chen, Galvanic skin response (GSR) as an index of cognitive load CHI '07 extended abstracts on Human factors in computing systems - CHI '07. pp. 2651- 2656 ,(2007) , 10.1145/1240866.1241057
John D. Hill, Linda Ng Boyle, Driver stress as influenced by driving maneuvers and roadway conditions Transportation Research Part F-traffic Psychology and Behaviour. ,vol. 10, pp. 177- 186 ,(2007) , 10.1016/J.TRF.2006.09.002
Mahesh M. Bundele, Rahul Banerjee, Detection of fatigue of vehicular driver using skin conductance and oximetry pulse Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services - iiWAS '09. pp. 739- 744 ,(2009) , 10.1145/1806338.1806478
Hiroyuki Kurose, Kyoko Ito, Shogo Nishida, A Method for Selecting Facial Expression based on Emotions and Its Application for Text Reading systems, man and cybernetics. ,vol. 5, pp. 4028- 4033 ,(2006) , 10.1109/ICSMC.2006.384763
Tejaswi Tamminedi, Priya Ganapathy, Lei Zhang, Jacob Yadegar, Classifier fusion framework using genetic algorithms personal, indoor and mobile radio communications. pp. 2224- 2228 ,(2011) , 10.1109/PIMRC.2011.6139912
Martina Ziefle, Effects of Display Resolution on Visual Performance Human Factors. ,vol. 40, pp. 554- 568 ,(1998) , 10.1518/001872098779649355
Rod K. Dishman, Yoshio Nakamura, Melissa E. Garcia, Ray W. Thompson, Andrea L. Dunn, Steven N. Blair, Heart rate variability, trait anxiety, and perceived stress among physically fit men and women International Journal of Psychophysiology. ,vol. 37, pp. 121- 133 ,(2000) , 10.1016/S0167-8760(00)00085-4