메뉴 건너뛰기




Volumn 8, Issue 59, 2011, Pages 842-855

Nonlinear speech analysis algorithms mapped to a standard metric achieve clinically useful quantification of average Parkinson's disease symptom severity

Author keywords

Nonlinear regression and classification; Nonlinear speech signal processing; Parkinson's disease; Telemedicine; Unified Parkinson's disease rating scale

Indexed keywords

ALGORITHMS; FEATURE EXTRACTION; NEURODEGENERATIVE DISEASES; PARKS; RATING; REGRESSION ANALYSIS; SIGNAL PROCESSING; SPEECH RECOGNITION; TELEMEDICINE;

EID: 79955730724     PISSN: 17425689     EISSN: 17425662     Source Type: Journal    
DOI: 10.1098/rsif.2010.0456     Document Type: Article
Times cited : (264)

References (35)
  • 1
    • 21744443838 scopus 로고    scopus 로고
    • Prevalence and incidence of Parkinson's disease in Europe
    • doi:10.1016/j.euroneuro.2005.04.007
    • von Campenhausen, S. et al. 2005 Prevalence and incidence of Parkinson's disease in Europe. Eur. Neuropsychopharmacol. 15, 473-490. (doi:10.1016/j. euroneuro.2005.04.007)
    • (2005) Eur. Neuropsychopharmacol. , vol.15 , pp. 473-490
    • Von Campenhausen, S.1
  • 2
    • 0036829811 scopus 로고    scopus 로고
    • How valid is the clinical diagnosis of Parkinson's disease in the community?
    • doi:10.1136/jnnp.73.5.529
    • Schrag, A., Ben-Schlomo, Y. & Quinn, N. 2002 How valid is the clinical diagnosis of Parkinson's disease in the community? J. Neurol. Neurosurg. Psychiatry 73, 529-535. (doi:10.1136/jnnp.73.5.529)
    • (2002) J. Neurol. Neurosurg. Psychiatry , vol.73 , pp. 529-535
    • Schrag, A.1    Ben-Schlomo, Y.2    Quinn, N.3
  • 5
    • 4544366790 scopus 로고    scopus 로고
    • Variability in fundamental frequency during speech in prodromal and incipient Parkinson's disease: A longitudinal case study
    • doi:10.1016/j.bandc.2004.05.002
    • Harel, B., Cannizzaro, M. & Snyder, P. J. 2004 Variability in fundamental frequency during speech in prodromal and incipient Parkinson's disease: a longitudinal case study. Brain Cogn. 56, 24-29. (doi:10.1016/j.bandc. 2004.05.002)
    • (2004) Brain Cogn. , vol.56 , pp. 24-29
    • Harel, B.1    Cannizzaro, M.2    Snyder, P.J.3
  • 6
    • 0032293604 scopus 로고    scopus 로고
    • Speech impairment in a large sample of patients with Parkinson's disease
    • Ho, A., Iansek, R., Marigliani, C., Bradshaw, J. & Gates, S. 1998 Speech impairment in a large sample of patients with Parkinson's disease. Behav. Neurol. 11, 131-137.
    • (1998) Behav. Neurol. , vol.11 , pp. 131-137
    • Ho, A.1    Iansek, R.2    Marigliani, C.3    Bradshaw, J.4    Gates, S.5
  • 7
    • 0028188181 scopus 로고
    • Speech and swallowing symptoms associated with Parkinson's disease and multiple sclerosis: A survey
    • doi:10.1159/000266286
    • Hartelius, L. & Svensson, P. 1994 Speech and swallowing symptoms associated with Parkinson's disease and multiple sclerosis: a survey. Folia Phoniatr Logop 46, 9-17. (doi:10.1159/000266286)
    • (1994) Folia Phoniatr Logop , vol.46 , pp. 9-17
    • Hartelius, L.1    Svensson, P.2
  • 8
    • 0033930173 scopus 로고    scopus 로고
    • Voice characteristics in the progression of Parkinson's disease
    • doi:10.1080/136828200410654
    • Holmes, R. J., Oates, J. M., Phyland, D. J. & Hughes, A. J. 2000 Voice characteristics in the progression of Parkinson's disease. Int. J. Lang. Comm. Dis. 35, 407-418. (doi:10.1080/136828200410654)
    • (2000) Int. J. Lang. Comm. Dis. , vol.35 , pp. 407-418
    • Holmes, R.J.1    Oates, J.M.2    Phyland, D.J.3    Hughes, A.J.4
  • 9
    • 67651148181 scopus 로고    scopus 로고
    • Progression of dysprosody in Parkinson's disease over time - A longitudinal study
    • doi:10.1002/mds.22430
    • Skodda, S., Rinsche, H. & Schlegel, U. 2009 Progression of dysprosody in Parkinson's disease over time - a longitudinal study. Mov. Disord. 24, 716-722. (doi:10.1002/mds.22430)
    • (2009) Mov. Disord. , vol.24 , pp. 716-722
    • Skodda, S.1    Rinsche, H.2    Schlegel, U.3
  • 10
    • 33847105184 scopus 로고    scopus 로고
    • Advances in the treatment of Parkinson's disease
    • doi:10.1016/j.pneurobio.2006.11.009
    • Singh, N., Pillay, V. & Choonara, Y. E. 2007 Advances in the treatment of Parkinson's disease. Progr. Neurobiol. 81, 29-44. (doi:10.1016/j.pneurobio.2006.11.009)
    • (2007) Progr. Neurobiol. , vol.81 , pp. 29-44
    • Singh, N.1    Pillay, V.2    Choonara, Y.E.3
  • 11
    • 61949235512 scopus 로고    scopus 로고
    • Diagnosis and the premotor phase of Parkinson disease
    • Tolosa, E., Craig, C., Santamaria, J. & Compta, Y. 2009 Diagnosis and the premotor phase of Parkinson disease. Neurology 72, 12-20.
    • (2009) Neurology , vol.72 , pp. 12-20
    • Tolosa, E.1    Craig, C.2    Santamaria, J.3    Compta, Y.4
  • 12
    • 33644963959 scopus 로고    scopus 로고
    • Unified Parkinson's disease rating scale motor examination: Are ratings of nurses, residents in neurology, and movement disorders specialists interchangeable?
    • doi:10.1002/mds.20640
    • Post, B., Merkus, M. P., de Bie, R. M. A., de Haan, R. J. & Speelman, J. D. 2005 Unified Parkinson's disease rating scale motor examination: are ratings of nurses, residents in neurology, and movement disorders specialists interchangeable? Mov. Disord. 20, 1577-1584. (doi:10.1002/mds.20640)
    • (2005) Mov. Disord. , vol.20 , pp. 1577-1584
    • Post, B.1    Merkus, M.P.2    De Bie, R.M.A.3    De Haan, R.J.4    Speelman, J.D.5
  • 13
    • 0036765120 scopus 로고    scopus 로고
    • Systematic evaluation of rating scales for impairment and disability in Parkinson's disease
    • doi:10.1002/mds.10248
    • Ramaker, C., Marinus, J., Stiggelbout, A. M. & van Hilten, B. J. 2002 Systematic evaluation of rating scales for impairment and disability in Parkinson's disease. Mov. Disord. 17, 867-876. (doi:10.1002/mds.10248)
    • (2002) Mov. Disord. , vol.17 , pp. 867-876
    • Ramaker, C.1    Marinus, J.2    Stiggelbout, A.M.3    Van Hilten, B.J.4
  • 14
    • 67651177744 scopus 로고    scopus 로고
    • Testing objective measures of motor impairment in early Parkinson's disease: Feasibility study of an at-home testing device
    • doi:10.1002/mds.22379
    • Goetz, C. G. et al. 2009 Testing objective measures of motor impairment in early Parkinson's disease: feasibility study of an at-home testing device. Mov. Disord. 24, 551-556. (doi:10.1002/mds.22379)
    • (2009) Mov. Disord. , vol.24 , pp. 551-556
    • Goetz, C.G.1
  • 15
    • 0042218299 scopus 로고    scopus 로고
    • 2nd edn. Iowa City, IA: National Center for Voice and Speech
    • Titze, I. R. 2000 Principles of voice production, 2nd edn. Iowa City, IA: National Center for Voice and Speech.
    • (2000) Principles of Voice Production
    • Titze, I.R.1
  • 16
    • 0000165586 scopus 로고
    • Time series analysis of jitter
    • doi:10.1016/S0095-4470(95)80042-5
    • Schoentgen, J. & De Gucteneere, R. 1995 Time series analysis of jitter. J. Phonet. 23, 189-201. (doi:10.1016/S0095-4470(95)80042-5)
    • (1995) J. Phonet. , vol.23 , pp. 189-201
    • Schoentgen, J.1    De Gucteneere, R.2
  • 17
    • 84860547691 scopus 로고    scopus 로고
    • Suitability of dysphonia measurements for telemonitoring of Parkinson's disease
    • doi:10.1109/TBME-00342-2008
    • Little, M. A., McSharry, P. E., Hunter, E. J., Spielman, J. & Ramig, L. O. 2009 Suitability of dysphonia measurements for telemonitoring of Parkinson's disease. IEEE Trans. Biomed. Eng. 56, 1015-1022. (doi:10.1109/TBME-00342-2008)
    • (2009) IEEE Trans. Biomed. Eng. , vol.56 , pp. 1015-1022
    • Little, M.A.1    McSharry, P.E.2    Hunter, E.J.3    Spielman, J.4    Ramig, L.O.5
  • 18
    • 77950210130 scopus 로고    scopus 로고
    • Accurate telemonitoring of Parkinson's disease progression using non-invasive speech tests
    • doi:10.1109/TBME.2009.2036000
    • Tsanas, A., Little, M. A., McSharry, P. E. & Ramig, L. O. 2010 Accurate telemonitoring of Parkinson's disease progression using non-invasive speech tests. IEEE Trans. Biomed. Eng. 57, 884-893. (doi:10.1109/TBME.2009. 2036000)
    • (2010) IEEE Trans. Biomed. Eng. , vol.57 , pp. 884-893
    • Tsanas, A.1    Little, M.A.2    McSharry, P.E.3    Ramig, L.O.4
  • 20
    • 0032730297 scopus 로고    scopus 로고
    • Speech volume regulation in Parkinson's disease: Effects of implicit cues and explicit instructions
    • doi:10.1016/S0028-3932(99)00067-6
    • Ho, A., Bradshaw, J., Iansek, R. & Alfredson, R. 1999 Speech volume regulation in Parkinson's disease: effects of implicit cues and explicit instructions. Neuropsychologia 37, 1453-1460. (doi:10.1016/S0028-3932(99)00067- 6)
    • (1999) Neuropsychologia , vol.37 , pp. 1453-1460
    • Ho, A.1    Bradshaw, J.2    Iansek, R.3    Alfredson, R.4
  • 21
    • 33749525148 scopus 로고    scopus 로고
    • Dimensionality reduction of a pathological voice quality assessment system based on Gaussian mixture models and short-term cepstral parameters
    • doi:10.1109/TBME.2006.871883
    • Godino-Llorente, J. I., Gomez-Vilda, P. & Blanco-Velasco, M. 2006 Dimensionality reduction of a pathological voice quality assessment system based on Gaussian mixture models and short-term cepstral parameters. IEEE Trans. Biomed. Eng. 53, 1943-1953. (doi:10.1109/TBME.2006.871883)
    • (2006) IEEE Trans. Biomed. Eng. , vol.53 , pp. 1943-1953
    • Godino-Llorente, J.I.1    Gomez-Vilda, P.2    Blanco-Velasco, M.3
  • 23
    • 34447507896 scopus 로고    scopus 로고
    • Exploiting nonlinear recurrence and fractal scaling properties for voice disorder detection
    • Online 6, (doi:10.1186/1475-925X-6-23)
    • Little, M. A., McSharry, P. E., Roberts, S. J., Costello, D. & Moroz, I. M. 2007 Exploiting nonlinear recurrence and fractal scaling properties for voice disorder detection. Biomed. Eng. Online 6, (doi:10.1186/1475-925X-6-23)
    • (2007) Biomed. Eng.
    • Little, M.A.1    McSharry, P.E.2    Roberts, S.J.3    Costello, D.4    Moroz, I.M.5
  • 24
    • 71849104690 scopus 로고    scopus 로고
    • Progression of Parkinson's disease in the clinical phase: Potential markers
    • doi:10.1016/S1474-4422(09)70291-1
    • Maetzler, W., Liepelt, I. & Berg, D. 2009 Progression of Parkinson's disease in the clinical phase: potential markers. Lancet Neurol. 8, 1158-1171. (doi:10.1016/S1474-4422(09)70291-1)
    • (2009) Lancet Neurol. , vol.8 , pp. 1158-1171
    • Maetzler, W.1    Liepelt, I.2    Berg, D.3
  • 27
    • 0001287271 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the LASSO
    • Tibshirani, R. 1996 Regression shrinkage and selection via the LASSO. J. R. Statist. Soc. B 58, 267-288.
    • (1996) J. R. Statist. Soc. B , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 28
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • doi:10.1111/j.1467-9868.2005.00503.x
    • Zou, H. & Hastie, T. 2005 Regularization and variable selection via the elastic net. J. R. Statist. Soc. Ser. B 67, 301-320. (doi:10.1111/j.1467- 9868.2005.00503.x)
    • (2005) J. R. Statist. Soc. Ser. B , vol.67 , pp. 301-320
    • Zou, H.1    Hastie, T.2
  • 30
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • doi:10.1023/A:1010933404324
    • Breiman, L. 2001 Random forests. Mach. Learn. 45, 5-32. (doi:10.1023/A:1010933404324)
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 31
    • 70449570954 scopus 로고    scopus 로고
    • Monitoring motor fluctuations in patients with Parkinson's disease using wearable sensors
    • doi:10.1109/TITB.2009.2033471
    • Patel, S. et al. 2009 Monitoring motor fluctuations in patients with Parkinson's disease using wearable sensors. IEEE Trans. Inform. Technol. Biomed. 13, 864-873. (doi:10.1109/TITB.2009.2033471)
    • (2009) IEEE Trans. Inform. Technol. Biomed. , vol.13 , pp. 864-873
    • Patel, S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.