Literature DB >> 29057398

COMPUTATIONAL ANALYSIS OF TRAJECTORIES OF LINGUISTIC DEVELOPMENT IN AUTISM.

Emily Prud'hommeaux1, Eric Morley2, Masoud Rouhizadeh2, Laura Silverman3, Jan van Santen2, Brian Roark4, Richard Sproat4, Sarah Kauper3, Rachel DeLaHunta3.   

Abstract

Deficits in semantic and pragmatic expression are among the hallmark linguistic features of autism. Recent work in deriving computational correlates of clinical spoken language measures has demonstrated the utility of automated linguistic analysis for characterizing the language of children with autism. Most of this research, however, has focused either on young children still acquiring language or on small populations covering a wide age range. In this paper, we extract numerous linguistic features from narratives produced by two groups of children with and without autism from two narrow age ranges. We find that although many differences between diagnostic groups remain constant with age, certain pragmatic measures, particularly the ability to remain on topic and avoid digressions, seem to improve. These results confirm findings reported in the psychology literature while underscoring the need for careful consideration of the age range of the population under investigation when performing clinically oriented computational analysis of spoken language.

Entities:  

Keywords:  automated neurological assessment; clinical spoken language analysis; natural language processing

Year:  2015        PMID: 29057398      PMCID: PMC5648018          DOI: 10.1109/SLT.2014.7078585

Source DB:  PubMed          Journal:  SLT Workshop Spok Lang Technol


  12 in total

Review 1.  Using uh and um in spontaneous speaking.

Authors:  Herbert H Clark; Jean E Fox Tree
Journal:  Cognition       Date:  2002-05

2.  Narrative ability in high-functioning children with autism or Asperger's syndrome.

Authors:  Molly Losh; Lisa Capps
Journal:  J Autism Dev Disord       Date:  2003-06

3.  Irrelevant and metaphorical language in early infantile autism.

Authors:  L KANNER
Journal:  Am J Psychiatry       Date:  1946-09       Impact factor: 18.112

4.  Narrative performance of optimal outcome children and adolescents with a history of an Autism Spectrum Disorder (ASD).

Authors:  Joyce Suh; Inge-Marie Eigsti; Letitia Naigles; Marianne Barton; Elizabeth Kelley; Deborah Fein
Journal:  J Autism Dev Disord       Date:  2014-07

5.  Spoken Language Derived Measures for Detecting Mild Cognitive Impairment.

Authors:  Brian Roark; Margaret Mitchell; John-Paul Hosom; Kristy Hollingshead; Jeffrey Kaye
Journal:  IEEE Trans Audio Speech Lang Process       Date:  2011-09-01

6.  Listener vs. speaker-oriented aspects of speech: studying the disfluencies of individuals with autism spectrum disorders.

Authors:  Johanna K Lake; Karin R Humphreys; Shannon Cardy
Journal:  Psychon Bull Rev       Date:  2011-02

7.  Distributional semantic models for the evaluation of disordered language.

Authors:  Masoud Rouhizadeh; Emily Prud'hommeaux; Brian Roark; Jan van Santen
Journal:  Proc Conf       Date:  2013-06

8.  Quantifying narrative ability in autism spectrum disorder: a computational linguistic analysis of narrative coherence.

Authors:  Molly Losh; Peter C Gordon
Journal:  J Autism Dev Disord       Date:  2014-12

9.  Narrative discourse in adults with high-functioning autism or Asperger syndrome.

Authors:  Livia Colle; Simon Baron-Cohen; Sally Wheelwright; Heather K J van der Lely
Journal:  J Autism Dev Disord       Date:  2007-03-08

10.  Story recall and narrative coherence of high-functioning children with autism spectrum disorders.

Authors:  Joshua J Diehl; Loisa Bennetto; Edna Carter Young
Journal:  J Abnorm Child Psychol       Date:  2006-02
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  2 in total

1.  Similarity Measures for Quantifying Restrictive and Repetitive Behavior in Conversations of Autistic Children.

Authors:  Masoud Rouhizadeh; Richard Sproat; Jan van Santen
Journal:  Proc Conf       Date:  2015-06-05

2.  Measuring idiosyncratic interests in children with autism.

Authors:  Masoud Rouhizadeh; Emily Prud'hommeaux; Jan van Santen; Richard Sproat
Journal:  Proc Conf Assoc Comput Linguist Meet       Date:  2015-07
  2 in total

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