Abstract
The goal of this study is to find out the acoustic features specific for ASD children vocalizations and speech. Three types of experiments were conducted: emotional speech, spontaneous speech, and the repetition of words. Participants in the study were children with ASD (F 84.0 according to ICD-10), biologically aged 5–14 years (n = 25 children) and typically developing (TD) children aged 5–14 years (n = 60). We compare acoustic features that are widely used in speech recognition and speech perception: pitch values, max and min values of pitch, pitch range, formants frequency, energy and duration. Formant triangles were plotted for vowels with apexes corresponding to the vowels [a], [u], and [i] in F1, F2 coordinates, and their areas were compared. For all children with ASD voice and speech is characterized by high values of pitch, abnormal spectrum, and well-marked high-frequency. Stressed vowels from the words of children (TD & ASD), spoken in discomfort, have higher values of pitch and the third (emotional) formants than spoken in a comfortable condition. ASD children showed higher values of pitch in spontaneous speech than in repetition speech. The current results are a first step toward developing speech based bio-markers for early diagnosis of ASD.
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References
Kanner, L.: Autistic disturbances of affective contact. Nerv. Child 2, 217–250 (1943)
Tager-Flusberg, H.: On the nature of linguistic functioning in early infantile autism. J. Autism Dev. Disord. 11, 45–56 (1981)
Diehl, J., Paul, R.: Acoustic and perceptual measurements of prosody production on the profiling elements of prosodic systems by children with autism spectrum disorders. Appl. Psychol. 34, 135–161 (2013)
Grossman, R.B., Bemis, R.H., Plesa, S.D., Tager-Flusberg, H.: Lexical and affective prosody in children with high-functioning autism. J. Speech Lang. Hear. Res. 53, 778–793 (2010)
Nadig, A., Shaw, H.: Acoustic and perceptual measurement of expressive prosody in high-functioning autism: increased pitch range and what it means to listeners. J. Autism Dev. Disord. 42, 499–511 (2012)
Bonneh, Y.S., Levanov, Y., Dean-Padro, O., Lossos, L., Adini, Y.: Abnormal speech spectrum and increased pitch variability in young autistic children. Front. Hum. Neurosci. 4 (2011) doi:10.3389/fnhum.2010.00237
Shriberg, L.D., Paul, R., McSweeny, J.L., Klin, A., Cohen, D.J., Volkmar, F.R.: Speech and prosody characteristics of adolescents and adults with high functioning autism and asperger syndrome. J. Speech Lang. Hear. Res. 44, 1097–1115 (2001)
Shriberg, L.S., Paul, Rh., Black, L.M., van Santenc, J.P.: The hypothesis of apraxia of speech in children with autism spectrum disorder. J. Autism Dev. Disord. 41(4), 405–426 (2011)
Nakai, Y., Takashima, R., Takiguchi, T., Takada, S.: Speech intonation in children with autism spectrum disorder. Brain Dev. 36(6), 516–522 (2014)
Schopler, E., Reichler, R.J., DeVellis, R.F., Daly, K.: Toward objective classification of childhood autism: childhood autism rating scale (CARS). J. Autism Dev. Disord. 10(1), 91–103 (1980)
Lyakso, E., Frolova, O., Dmitrieva, E., Grigorev, A., Kaya, H., Salah, A.A., Karpov, A.: EmoChildRu: emotional child russian speech corpus. In: Ronzhin, A., Potapova, R., Fakotakis, N. (eds.) SPECOM 2015. LNCS, vol. 9319, pp. 144–152. Springer, Heidelberg (2015)
Vorperian, H., Kent, R.D.: Vowel acoustic space development: a synthesis of acoustic and anatomic data. J. Speech Lang. Hear. Res. 50(6), 1510–1545 (2007)
Lyakso, E.E., Grigor’ev, A.S.: Dynamics of the duration and frequency characteristics of vowels during the first seven years of life in children. Neurosci. Behav. Physiol. 45(5), 558–567 (2015)
Sharda, M., Subhadra, T.P., Sahaya, S., Nagaraja, Ch., Singh, L., Sen, A., Singhal, N., Erickson, D., Singh, N.: Sounds of melody — pitch patterns of speech in autism. Neurosci. Lett. 478, 42–45 (2010)
Paul, R., Augustyn, A., Klin, A., Volkmar, F.: Perception and production of prosody by speakers with autism spectrum disorders. J. Autism Dev. Disord. 35, 205–220 (2005)
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This study is financially supported by the Russian Foundation for Basic Research (projects № 13-06-00281a, 15-06-07852a, 16-06-00024a).
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Lyakso, E., Frolova, O., Grigorev, A. (2016). A Comparison of Acoustic Features of Speech of Typically Developing Children and Children with Autism Spectrum Disorders. In: Ronzhin, A., Potapova, R., Németh, G. (eds) Speech and Computer. SPECOM 2016. Lecture Notes in Computer Science(), vol 9811. Springer, Cham. https://doi.org/10.1007/978-3-319-43958-7_4
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