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Volumn 116, Issue , 2013, Pages 136-143

A k-nearest-neighbor classifier with heart rate variability feature-based transformation algorithm for driving stress recognition

Author keywords

Driving stress; Heart rate variability; K Nearest neighbor algorithm

Indexed keywords

DRIVING STRESS; HEART RATE VARIABILITY; K NEAREST NEIGHBOR ALGORITHM; K-NEAREST-NEIGHBOR CLASSIFIERS; LINEAR DISCRIMINANT ANALYSIS; RECOGNITION PERFORMANCE; STATISTICAL FEATURES; TRANSFORMATION ALGORITHM;

EID: 84878520388     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2011.10.047     Document Type: Article
Times cited : (110)

References (36)
  • 2
    • 0034769177 scopus 로고    scopus 로고
    • Do existing measures of Poincaré plot geometry reflect nonlinear features of heart rate variability
    • Brennan M., Palaniswami M., Kamen P. Do existing measures of Poincaré plot geometry reflect nonlinear features of heart rate variability. IEEE Trans. Biomed. Eng. 2001, 48:1342-1347.
    • (2001) IEEE Trans. Biomed. Eng. , vol.48 , pp. 1342-1347
    • Brennan, M.1    Palaniswami, M.2    Kamen, P.3
  • 5
    • 24644515417 scopus 로고    scopus 로고
    • Kernel machine-based one-parameter regularized fisher discriminant method for face recognition
    • Chen W.S., Yuen P.C., Huang J., Dai D.Q. Kernel machine-based one-parameter regularized fisher discriminant method for face recognition. IEEE Trans. Syst. Man Cybern. 2005, 35:659-669.
    • (2005) IEEE Trans. Syst. Man Cybern. , vol.35 , pp. 659-669
    • Chen, W.S.1    Yuen, P.C.2    Huang, J.3    Dai, D.Q.4
  • 6
    • 79960962059 scopus 로고    scopus 로고
    • Monitoring, managing, and motivating driver safety and well-being
    • Coughlin J.F., Reimer B., Mehler B. Monitoring, managing, and motivating driver safety and well-being. IEEE Pervasive Comput. Mag. 2011, 10:14-21.
    • (2011) IEEE Pervasive Comput. Mag. , vol.10 , pp. 14-21
    • Coughlin, J.F.1    Reimer, B.2    Mehler, B.3
  • 7
    • 0032904384 scopus 로고    scopus 로고
    • Quantifying driver stress: developing a system for collecting and processing bio-metric signals in natural situations
    • Healey J., Seger J., Picard R. Quantifying driver stress: developing a system for collecting and processing bio-metric signals in natural situations. Biomed. Sci. Instrum. 1999, 35:193-198.
    • (1999) Biomed. Sci. Instrum. , vol.35 , pp. 193-198
    • Healey, J.1    Seger, J.2    Picard, R.3
  • 9
    • 21644474051 scopus 로고    scopus 로고
    • Detecting stress during real-world driving tasks using physiological sensors
    • Healey J., Picard R. Detecting stress during real-world driving tasks using physiological sensors. IEEE Trans. Intell. Transp. Syst. 2005, 6:156-166.
    • (2005) IEEE Trans. Intell. Transp. Syst. , vol.6 , pp. 156-166
    • Healey, J.1    Picard, R.2
  • 10
    • 36749001605 scopus 로고    scopus 로고
    • Palmprint verification based on principal lines
    • Huang D.S., Jia Wei, Zhang David Palmprint verification based on principal lines. Pattern Recognition 2008, 41:1316-1328.
    • (2008) Pattern Recognition , vol.41 , pp. 1316-1328
    • Huang, D.S.1    Jia, W.2    Zhang, D.3
  • 13
    • 34248172843 scopus 로고    scopus 로고
    • An integrated telemedicine platform for the assessment of affective physiological states
    • Katsis C., Ganiatsas G., Fotiadis D. An integrated telemedicine platform for the assessment of affective physiological states. Diagn. Pathol. 2006, 1:16-24.
    • (2006) Diagn. Pathol. , vol.1 , pp. 16-24
    • Katsis, C.1    Ganiatsas, G.2    Fotiadis, D.3
  • 14
    • 2942731250 scopus 로고    scopus 로고
    • Emotion recognition system using short-term monitoring of physiological signals
    • Kim K.H., Bang S.W., Kim S.R. Emotion recognition system using short-term monitoring of physiological signals. Med. Biol. Eng. Comput. 2004, 42:419-427.
    • (2004) Med. Biol. Eng. Comput. , vol.42 , pp. 419-427
    • Kim, K.H.1    Bang, S.W.2    Kim, S.R.3
  • 15
    • 23744497298 scopus 로고    scopus 로고
    • Effects of acupuncture on heart rate variability in normal subjects under fatigue and non-fatigue state
    • Li Z., Wang C., Mak A.F.T., Chow D.H.K. Effects of acupuncture on heart rate variability in normal subjects under fatigue and non-fatigue state. Eur. J. Appl. Physiol. 2005, 94:633-640.
    • (2005) Eur. J. Appl. Physiol. , vol.94 , pp. 633-640
    • Li, Z.1    Wang, C.2    Mak, A.F.T.3    Chow, D.H.K.4
  • 16
    • 76349119035 scopus 로고    scopus 로고
    • Mining physiological conditions from heart rate variability analysis
    • Lin C.W., Wang J.S., Chung P.C. Mining physiological conditions from heart rate variability analysis. IEEE Comput. Intell. Mag. 2010, 5:50-58.
    • (2010) IEEE Comput. Intell. Mag. , vol.5 , pp. 50-58
    • Lin, C.W.1    Wang, J.S.2    Chung, P.C.3
  • 17
    • 10244240638 scopus 로고    scopus 로고
    • Using noninvasive wearable computers to recognize human emotions from physiological signals
    • Lisetti C.L., Nasoz F. Using noninvasive wearable computers to recognize human emotions from physiological signals. EURASIP J. Appl. Signal Process. 2004, 11:1672-1687.
    • (2004) EURASIP J. Appl. Signal Process. , vol.11 , pp. 1672-1687
    • Lisetti, C.L.1    Nasoz, F.2
  • 18
    • 0029988782 scopus 로고    scopus 로고
    • Heart rate variability: standards of measurement, physiological interpretation, and clinical use
    • Malik M., Camm A.J., Kleiger R.E., Malliani A., Moss A.J., Schwartz P.J. Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Eur. Heart J. 1996, 17:354-381.
    • (1996) Eur. Heart J. , vol.17 , pp. 354-381
    • Malik, M.1    Camm, A.J.2    Kleiger, R.E.3    Malliani, A.4    Moss, A.J.5    Schwartz, P.J.6
  • 19
    • 0034257209 scopus 로고    scopus 로고
    • Changes in EEG alpha power during simulated driving: a demonstration
    • Mark S. Changes in EEG alpha power during simulated driving: a demonstration. Int. J. Psychophysiol. 2000, 37:155-162.
    • (2000) Int. J. Psychophysiol. , vol.37 , pp. 155-162
    • Mark, S.1
  • 21
    • 0028117034 scopus 로고
    • Power spectrum analysis of heart rate variability to assess the changes in sympathovagal balance during graded orthostatic tilt
    • Montano N., Ruscone T.G., Porta A., Lombardi F., Pagani M., Malliani A. Power spectrum analysis of heart rate variability to assess the changes in sympathovagal balance during graded orthostatic tilt. Circulation 1994, 90:1826-1831.
    • (1994) Circulation , vol.90 , pp. 1826-1831
    • Montano, N.1    Ruscone, T.G.2    Porta, A.3    Lombardi, F.4    Pagani, M.5    Malliani, A.6
  • 22
    • 55449126823 scopus 로고    scopus 로고
    • Application of heart rate variability analysis to electrocardiogram recorded outside the driver's awareness from an automobile steering wheel
    • Osaka M., Murata H., Fuwamoto Y., Nanba S., Sakai K., Katoh T. Application of heart rate variability analysis to electrocardiogram recorded outside the driver's awareness from an automobile steering wheel. Circ. J. 2008, 72:1867-1873.
    • (2008) Circ. J. , vol.72 , pp. 1867-1873
    • Osaka, M.1    Murata, H.2    Fuwamoto, Y.3    Nanba, S.4    Sakai, K.5    Katoh, T.6
  • 24
    • 0035481502 scopus 로고    scopus 로고
    • Toward machine emotional intelligence: analysis of affective physiological state
    • Picard R.W., Vyzas E., Healey J. Toward machine emotional intelligence: analysis of affective physiological state. IEEE Trans. Pattern Anal. Mach. Intell. 2001, 23:1175-1191.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , pp. 1175-1191
    • Picard, R.W.1    Vyzas, E.2    Healey, J.3
  • 25
    • 33745195698 scopus 로고    scopus 로고
    • Palmprint recognition using FastICA algorithm and radial basis probabilistic neural network
    • Shang L., Huang D.S., Du J.X., Zheng C.H. Palmprint recognition using FastICA algorithm and radial basis probabilistic neural network. Neurocomputing 2006, 69:1782-1786.
    • (2006) Neurocomputing , vol.69 , pp. 1782-1786
    • Shang, L.1    Huang, D.S.2    Du, J.X.3    Zheng, C.H.4
  • 28
    • 0023472034 scopus 로고
    • Task-related stress and EEG alpha biofeedback
    • Tyson P.D. Task-related stress and EEG alpha biofeedback. Biofeeback Self-Regul. 1987, 12:105-119.
    • (1987) Biofeeback Self-Regul. , vol.12 , pp. 105-119
    • Tyson, P.D.1
  • 29
    • 48049087439 scopus 로고    scopus 로고
    • Feature selection with kernel class separability
    • Wang L. Feature selection with kernel class separability. IEEE Trans. Pattern Anal. Mach. Intell. 2008, 30:1534-1546.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , pp. 1534-1546
    • Wang, L.1
  • 31
    • 70449095585 scopus 로고    scopus 로고
    • Stress detection in computer users through non-invasive monitoring of physiological signals
    • Zhai J., Barreto A. Stress detection in computer users through non-invasive monitoring of physiological signals. Biomed. Sci. Instrum. 2006, 42:495-500.
    • (2006) Biomed. Sci. Instrum. , vol.42 , pp. 495-500
    • Zhai, J.1    Barreto, A.2
  • 33
    • 34047139992 scopus 로고    scopus 로고
    • Stress detection in computer users based on digital signal processing of noninvasive physiological variables
    • J. Zhai, A. Barreto, Stress detection in computer users based on digital signal processing of noninvasive physiological variables, in: Proceedings of the 28th Annual International Conference of the IEEE EMBS, 2006, pp. 1355-1358.
    • (2006) Proceedings of the 28th Annual International Conference of the IEEE EMBS , pp. 1355-1358
    • Zhai, J.1    Barreto, A.2
  • 34
    • 4544301512 scopus 로고    scopus 로고
    • Human face recognition based on multi-features using neural networks committee
    • Zhao Z.Q., Huang D.S., Sun B.Y. Human face recognition based on multi-features using neural networks committee. Pattern Recognition Lett. 2004, 25:1351-1358.
    • (2004) Pattern Recognition Lett. , vol.25 , pp. 1351-1358
    • Zhao, Z.Q.1    Huang, D.S.2    Sun, B.Y.3
  • 35
    • 35648960203 scopus 로고    scopus 로고
    • Palmprint recognition with 2DPCA+PCA based on modular neural networks
    • Zhao Z.Q., Huang D.S. Palmprint recognition with 2DPCA+PCA based on modular neural networks. Neurocomputing 2007, 71:448-454.
    • (2007) Neurocomputing , vol.71 , pp. 448-454
    • Zhao, Z.Q.1    Huang, D.S.2
  • 36
    • 84878516156 scopus 로고    scopus 로고
    • PhysioBank
    • PhysioBank, http://www.physionet.org/physiobank/database/drivedb/.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.