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Volumn 53, Issue 4, 2011, Pages 540-551

Investigation of spectral centroid features for cognitive load classification

Author keywords

Cognitive load; Frequency scale; Gaussian mixture model; Kullback Leibler distance; Spectral centroid feature

Indexed keywords

COGNITIVE LOADS; FREQUENCY SCALE; GAUSSIAN MIXTURE MODEL; KULLBACK-LEIBLER DISTANCE; SPECTRAL CENTROID FEATURE;

EID: 79952364323     PISSN: 01676393     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.specom.2011.01.005     Document Type: Article
Times cited : (71)

References (37)
  • 2
    • 79959827405 scopus 로고    scopus 로고
    • Analysis and detection of cognitive load and frustration in drivers' speech
    • Makuhari, Chiba, Japan, 2010
    • Boril, H., Sadjadi, O., Kleinschmidt, T., Hansen, J.H.L., 2010. Analysis and detection of cognitive load and frustration in drivers' speech. In: Proc. Interspeech, Makuhari, Chiba, Japan, 2010, pp. 502-505.
    • (2010) Proc. Interspeech , pp. 502-505
    • Boril, H.1    Sadjadi, O.2    Kleinschmidt, T.3    Hansen, J.H.L.4
  • 3
    • 0037382608 scopus 로고    scopus 로고
    • Modeling drivers' speech under stress
    • R. Fernandez, and R.W. Picard Modeling drivers' speech under stress Speech Commun. 40 2003 145 159
    • (2003) Speech Commun. , vol.40 , pp. 145-159
    • Fernandez, R.1    Picard, R.W.2
  • 4
    • 33947128078 scopus 로고    scopus 로고
    • Robust speech recognition in noisy environments based on subband spectral centroid histograms
    • DOI 10.1109/TSA.2005.855834
    • B. Gajic, and K.K. Paliwal Robust speech recognition in noisy environments based on subband spectral centroid histogram IEEE Trans. Speech Audio Lang. Process. 14 2006 600 608 (Pubitemid 46405358)
    • (2006) IEEE Transactions on Audio, Speech and Language Processing , vol.14 , Issue.2 , pp. 600-608
    • Gajic, B.1    Paliwal, K.K.2
  • 6
    • 33745207347 scopus 로고    scopus 로고
    • A distance measure between GMMs based on the unscented transform and its application to speaker recognition
    • 9th European Conference on Speech Communication and Technology, Eurospeech Interspeech
    • Goldberger, J., Aronowitz, H., 2005. A distance measure between GMMs based on the unscented transform and its application to speaker recognition. In: Proc. Interspeech, Lisboa, Portugal, 2005, pp. 1985-1988. (Pubitemid 43908479)
    • (2005) 9th European Conference on Speech Communication and Technology , pp. 1985-1988
    • Goldberger, J.1    Aronowitz, H.2
  • 7
    • 0023513740 scopus 로고
    • The effects of different levels of task complexity on three vocal measures
    • G. Griffin, and C. Williams The effects of different levels of task complexity on three vocal measures Aviation, Space, Environ. Med. 58 1987 1165
    • (1987) Aviation, Space, Environ. Med. , vol.58 , pp. 1165
    • Griffin, G.1    Williams, C.2
  • 9
    • 37649005506 scopus 로고    scopus 로고
    • On the use of complementary spectral features for speaker recognition
    • D. Hosseinzadeh, and S. Krishnan On the use of complementary spectral features for speaker recognition EURASIP J. Adv. Signal Process. 2008 1 10
    • (2008) EURASIP J. Adv. Signal Process. , pp. 1-10
    • Hosseinzadeh, D.1    Krishnan, S.2
  • 11
    • 14244272507 scopus 로고    scopus 로고
    • Methods for capturing spectro-temporal modulations in automatic speech recognition
    • M. Kleinschmidt Methods for capturing spectro-temporal modulations in automatic speech recognition Acoust. United Acta Acoust. 88 2002 416 422 (Pubitemid 34732124)
    • (2002) Acta Acustica united with Acustica , vol.88 , Issue.3 , pp. 416-422
    • Kleinschmidt, M.1
  • 14
    • 78149489805 scopus 로고    scopus 로고
    • A study of voice source and vocal tract filter based features in cognitive load classification
    • Istanbul Turkey, 2010
    • Le, P.N., Epps, J., Choi, E.H.C., Ambikairajah, E., 2010. A study of voice source and vocal tract filter based features in cognitive load classification. In: Proc. 20th Internat. Conf. on Pattern Recognition, Istanbul Turkey, 2010, pp. 4516-4519.
    • (2010) Proc. 20th Internat. Conf. on Pattern Recognition , pp. 4516-4519
    • Le, P.N.1    Epps, J.2    Choi, E.H.C.3    Ambikairajah, E.4
  • 16
    • 40249090511 scopus 로고    scopus 로고
    • An investigation of dependencies between frequency components and speaker characteristics for text-independent speaker identification
    • X. Lu, and J. Dang An investigation of dependencies between frequency components and speaker characteristics for text-independent speaker identification Speech Commun. 2007 312 322
    • (2007) Speech Commun. , pp. 312-322
    • Lu, X.1    Dang, J.2
  • 17
    • 0031718486 scopus 로고    scopus 로고
    • Acoustic analysis of induced vocal stress by means of cognitive workload tasks
    • DOI 10.1016/S0892-1997(98)80017-9
    • E. Mendoza, and G. Carballo Acoustic analysis of induced vocal stress by means of cognitive workload tasks J. Voice 12 1998 263 273 (Pubitemid 28443458)
    • (1998) Journal of Voice , vol.12 , Issue.3 , pp. 263-273
    • Mendoza, E.1    Carballo, G.2
  • 20
  • 21
    • 84892178050 scopus 로고    scopus 로고
    • Spectral subband centroid features for speech recognition
    • Seattle, WA, USA, 1998
    • Paliwal, K.K., 1998. Spectral subband centroid features for speech recognition. In: Proc. ICASSP, Seattle, WA, USA, 1998, pp. 617-620.
    • (1998) Proc. ICASSP , pp. 617-620
    • Paliwal, K.K.1
  • 22
    • 33846580222 scopus 로고
    • Variability of worked examples and transfer of geometrical problem-solving skills: A cognitive-load approach
    • F.G.W.C. Pass, and J.J.G.V. Merrienboer Variability of worked examples and transfer of geometrical problem-solving skills: a cognitive-load approach J. Educ. Psychol. 86 1994 122 133
    • (1994) J. Educ. Psychol. , vol.86 , pp. 122-133
    • Pass, F.G.W.C.1    Merrienboer, J.J.G.V.2
  • 23
    • 85073258179 scopus 로고    scopus 로고
    • Feature warping for robust speaker verification
    • J. Pelecanos, and S. Sridharan Feature warping for robust speaker verification ODYSSEY 2001 213 218
    • (2001) ODYSSEY , pp. 213-218
    • Pelecanos, J.1    Sridharan, S.2
  • 24
    • 84941328385 scopus 로고
    • Control methods used in a study of the vowels
    • G.E. Peterson, and H.L. Barney Control methods used in a study of the vowels J. Acoust. Soc. Amer. 24 1952 175 184
    • (1952) J. Acoust. Soc. Amer. , vol.24 , pp. 175-184
    • Peterson, G.E.1    Barney, H.L.2
  • 26
    • 84995773554 scopus 로고    scopus 로고
    • Acoustic correlates of task load and stress
    • Denver, Colorado, USA, 2002
    • Scherer, K.R., Grandjean, D., Johnstone, T., Klasmeyer, G., Bänziger, T., 2002. Acoustic correlates of task load and stress. In: Proc. ICSLP, Denver, Colorado, USA, 2002, pp. 2017-2020.
    • (2002) Proc. ICSLP , pp. 2017-2020
    • Scherer, K.R.1
  • 27
    • 33744731363 scopus 로고    scopus 로고
    • A comparative study of filter bank spacing for speech recognition
    • Brisbane, Australia, 2003
    • Shannon, B.J., Paliwal, K.K., 2003. A comparative study of filter bank spacing for speech recognition. In: Proc. Microelectronic Engineering Research Conference, Brisbane, Australia, 2003, pp. 1-3.
    • (2003) Proc. Microelectronic Engineering Research Conference , pp. 1-3
    • Shannon, B.J.1    Paliwal, K.K.2
  • 28
    • 0000847247 scopus 로고
    • Automatic detection and correction of repairs in human-computer dialog
    • Morgan Kaufmann, San Mateo
    • Shriberg, E., Bear, J., Dowding, J., 1992. Automatic detection and correction of repairs in human-computer dialog. In: Proc. Fifth DARPA Speech and Natural Language Workshop, Morgan Kaufmann, San Mateo, pp. 419-424.
    • (1992) Proc. Fifth DARPA Speech and Natural Language Workshop , pp. 419-424
    • Shriberg, E.1    Bear, J.2    Dowding, J.3
  • 29
    • 84877483026 scopus 로고    scopus 로고
    • Speech under stress conditions: Overview of the effect on speech production and on system performance
    • Phoenix, AZ, USA, 1999
    • Steeneken, H.J.M., Hansen, J.H.L., 1999. Speech under stress conditions: overview of the effect on speech production and on system performance. In: Proc. ICASSP, Phoenix, AZ, USA, 1999, pp. 2079-2082.
    • (1999) Proc. ICASSP , pp. 2079-2082
    • Steeneken, H.J.M.1    Hansen, J.H.L.2
  • 30
    • 0001455934 scopus 로고
    • A robust algorithm for pitch tracking (RAPT)
    • D. Talkin A robust algorithm for pitch tracking (RAPT) W.B. Kleijn, K.K. Paliwal, Speech Coding and Synthesis 1995 Elsevier Science B.V. Amsterdam 495 518
    • (1995) Speech Coding and Synthesis , pp. 495-518
    • Talkin, D.1
  • 32
    • 70349202993 scopus 로고    scopus 로고
    • Phase-based features for cognitive load measurement system
    • Taipei, Taiwan, 2009
    • Yap, T.F., Ambikairajah, E., Choi, E., Chen, F., 2009. Phase-based features for cognitive load measurement system. In: Proc. ICASSP, Taipei, Taiwan, 2009, pp. 4825-4828.
    • (2009) Proc. ICASSP , pp. 4825-4828
    • Yap, T.F.1    Ambikairajah, E.2    Choi, E.3    Chen, F.4
  • 33
    • 78650295027 scopus 로고    scopus 로고
    • Cognitive load classification using formant features
    • Kuala Lumpur, Malaysia, 2010
    • Yap, T.F., Ambikairajah, E., Epps, J., Choi, E.H.C., 2010. Cognitive load classification using formant features. In: Proc. ISSPA, Kuala Lumpur, Malaysia, 2010, pp. 221-224.
    • (2010) Proc. ISSPA , pp. 221-224
    • Yap, T.F.1    Ambikairajah, E.2    Epps, J.3    Choi, E.H.C.4
  • 34
    • 78049412723 scopus 로고    scopus 로고
    • Glottal features for speech-based cognitive load classification
    • Dallas, Texas, USA, 2010
    • Yap, T.F., Epps, J., Choi, E.H.C., Ambikairajah, E., 2010a. Glottal features for speech-based cognitive load classification. In: Proc. ICASSP, Dallas, Texas, USA, 2010a, pp. 5234-5237.
    • (2010) Proc. ICASSP , pp. 5234-5237
    • Yap, T.F.1    Epps, J.2    Choi, E.H.C.3    Ambikairajah, E.4
  • 35
    • 79952362131 scopus 로고    scopus 로고
    • An investigation of formant frequencies for cognitive load classification
    • Makuhari, Chiba, Japan, 2010
    • Yap, T.F., Epps, J., Ambikairajah, E., Choi, E.H.C., 2010b. An investigation of formant frequencies for cognitive load classification. In: Proc. InterSpeech, Makuhari, Chiba, Japan, 2010b, pp. 2022-2025.
    • (2010) Proc. InterSpeech , pp. 2022-2025
    • Yap, T.F.1    Epps, J.2    Ambikairajah, E.3    Choi, E.H.C.4
  • 36
    • 57349124766 scopus 로고    scopus 로고
    • Automatic cognitive load detection from speech features
    • Adelaide, Australia, 2007
    • Yin, B., Ruiz, N., Chen, F., Khawaja, M.A., 2007. Automatic cognitive load detection from speech features. In: Proc. CHISIG, Adelaide, Australia, 2007, pp. 249-255.
    • (2007) Proc. CHISIG , pp. 249-255
    • Yin, B.1    Ruiz, N.2    Chen, F.3    Khawaja, M.A.4
  • 37
    • 51449113380 scopus 로고    scopus 로고
    • Speech-based cognitive load monitoring system
    • Las Vegas, Nevada, USA, 2008
    • Yin, B., Chen, F., Ruiz, N., Ambikairajah, E., 2008. Speech-based cognitive load monitoring system. In: Proc. ICASSP, Las Vegas, Nevada, USA, 2008, pp. 2041-2044.
    • (2008) Proc. ICASSP , pp. 2041-2044
    • Yin, B.1    Chen, F.2    Ruiz, N.3    Ambikairajah, E.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.