Earlier Identification of Children with Autism Spectrum Disorder: An Automatic Vocalisation-Based Approach

Autism spectrum disorder (ASD) is a neurodevelopmental disorder usually diagnosed in or beyond toddlerhood. ASD is defined by repetitive and restricted behaviours, and deficits in social communicat ...

[1]  Björn W. Schuller,et al.  openXBOW - Introducing the Passau Open-Source Crossmodal Bag-of-Words Toolkit , 2016, J. Mach. Learn. Res..

[2]  Zahra Azizi The acoustic survey of intonation in Autism Spectrum Disorder , 2015 .

[3]  S. Bryson,et al.  Recurrence Risk for Autism Spectrum Disorders: A Baby Siblings Research Consortium Study , 2011, Pediatrics.

[4]  B. Lester,et al.  Atypical Cry Acoustics in 6‐Month‐Old Infants at Risk for Autism Spectrum Disorder , 2012, Autism research : official journal of the International Society for Autism Research.

[5]  Björn W. Schuller,et al.  The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing , 2016, IEEE Transactions on Affective Computing.

[6]  Björn W. Schuller,et al.  Does She Speak RTT? Towards an Earlier Identification of Rett Syndrome Through Intelligent Pre-Linguistic Vocalisation Analysis , 2016, INTERSPEECH.

[7]  Björn W. Schuller,et al.  Hierarchical neural networks and enhanced class posteriors for social signal classification , 2013, 2013 IEEE Workshop on Automatic Speech Recognition and Understanding.

[8]  D. Oller,et al.  Phrasing in prelinguistic vocalizations. , 1995, Developmental psychobiology.

[9]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[10]  Elena Patten,et al.  Vocal Patterns in Infants with Autism Spectrum Disorder: Canonical Babbling Status and Vocalization Frequency , 2014, Journal of Autism and Developmental Disorders.

[11]  Jeff Sigafoos,et al.  Development of socio-communicative skills in 9- to 12-month-old individuals with fragile X syndrome. , 2014, Research in developmental disabilities.

[12]  Tiago H. Falk,et al.  Very early detection of Autism Spectrum Disorders based on acoustic analysis of pre-verbal vocalizations of 18-month old toddlers , 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

[13]  Jimmy Ba,et al.  Adam: A Method for Stochastic Optimization , 2014, ICLR.

[14]  Daniel S. Messinger,et al.  Brief Report: Atypical Expression of Distress During the Separation Phase of the Strange Situation Procedure in Infant Siblings at High Risk for ASD , 2014, Journal of autism and developmental disorders.

[15]  Christian Enzinger,et al.  The interdisciplinary quest for behavioral biomarkers pinpointing developmental disorders , 2014, Developmental neurorehabilitation.

[16]  Satoshi Sumi,et al.  Sibling risk of pervasive developmental disorder estimated by means of an epidemiologic survey in Nagoya, Japan , 2006, Journal of Human Genetics.

[17]  Gianluca Esposito,et al.  Developmental changes in the fundamental frequency (f0) of infants’ cries: a study of children with Autism Spectrum Disorder , 2010 .

[18]  R. Stark,et al.  Assessing vocal development in infants and toddlers , 2006, Clinical linguistics & phonetics.

[19]  Björn Schuller,et al.  Opensmile: the munich versatile and fast open-source audio feature extractor , 2010, ACM Multimedia.

[20]  Björn W. Schuller,et al.  Recent developments in openSMILE, the munich open-source multimedia feature extractor , 2013, ACM Multimedia.

[21]  Laura C. Dilley,et al.  Prosodic characteristics in young children with autism spectrum disorder , 2014 .

[22]  Jeff Sigafoos,et al.  En route to disentangle the impact and neurobiological substrates of early vocalizations: Learning from Rett syndrome , 2014, Behavioral and Brain Sciences.

[23]  Gordon Ramsay,et al.  Out of the mouths of babes: vocal production in infant siblings of children with ASD. , 2011, Journal of child psychology and psychiatry, and allied disciplines.

[24]  G. Arbanas Diagnostic and Statistical Manual of Mental Disorders (DSM-5) , 2015 .

[25]  Martín Abadi,et al.  TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.

[26]  F. Volkmar Autism and pervasive developmental disorders , 1997 .

[27]  Jürgen Schmidhuber,et al.  LSTM: A Search Space Odyssey , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[28]  Sven Bölte,et al.  Is autism curable? , 2014, Developmental medicine and child neurology.

[29]  Björn Schuller,et al.  Computational Paralinguistics , 2013 .