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Guided Weak Supervision for Action Recognition with Scarce Data to Assess Skills of Children with Autism [article]

Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard
2020 arXiv   pre-print
Our proposed method is found to improve the performance of the state-of-the-art multi-class human action recognition models in-spite of supervision with scarce data.  ...  The proposed method is evaluated on two skill assessment autism datasets, SSBD and a real world Autism dataset comprising 37 children of different ages and ethnicity who are diagnosed with autism.  ...  This procedure thus increases the quantity and variety of the training data for P t θ and we call it as Guided Weak Supervision (GWS).  ... 
arXiv:1911.04140v3 fatcat:kvgq5ytv2jhqjc4vvrf7tz7gvi

Guided Weak Supervision for Action Recognition with Scarce Data to Assess Skills of Children with Autism

Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
Our proposed method is found to improve the performance of the state-of-the-art multi-class human action recognition models in-spite of supervision with scarce data.  ...  A technique called Guided Weak Supervision is proposed, where every class in the target data is matched to a class in the source data using the principle of posterior likelihood maximization.  ...  This procedure thus increases the quantity and variety of the training data for P t θ and we call it as Guided Weak Supervision (GWS).  ... 
doi:10.1609/aaai.v34i01.5383 fatcat:2jpeoh7uqfambhe66rvi4jrtz4

Non-Specialist Psychosocial Interventions for Children and Adolescents with Intellectual Disability or Lower-Functioning Autism Spectrum Disorders: A Systematic Review

Brian Reichow, Chiara Servili, M. Taghi Yasamy, Corrado Barbui, Shekhar Saxena, R. Srinivasa Murthy
2013 PLoS Medicine  
The purpose of this review is to appraise which interventions for children with intellectual disabilities or lower-functioning autism spectrum disorders delivered by nonspecialist care providers in community  ...  A majority of the studies included children exclusively with a diagnosis of lowerfunctioning autism spectrum disorders (15 of 29, 52%).  ...  Ogilvie and Mark Crowther for providing templates for the harvest plots, Dana Apkon, Washington University, for her assistance extracting data, and Allison Shefcyk, University of Connecticut Health Center  ... 
doi:10.1371/journal.pmed.1001572 pmid:24358029 pmcid:PMC3866092 fatcat:nzhukvuplnggbp5d5w6ad7tw5q

Parenting of Children with Autism Spectrum Disorder: A Grounded Theory Study

Clara Roquette Viana, Sílvia Caldeira, Margarida Lourenço, Amélia Simões Figueiredo
2021 Healthcare  
These characteristics underline the complex and individual nature of parenting children with autism, which requires specific assessments and interventions by nurses when caring for these families, whether  ...  Results: Coding and analysis led to the main theme, which is as follows: parenting of children with ASD as representative of the parents' transformation while caring for the child, also based on adaptation  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/healthcare9070872 fatcat:pntxtpdy5nfghb7komplooeihq

Promoting social communication through music therapy in children with autism spectrum disorder [article]

Monika Geretsegger
2015 The PhD Series of the Faculty of the Humanities  
the communicative behavior of children with ASD.  ...  social and communicative skills, as well as on its use in the assessment of these skills.  ...  Music interventions for children with autism: Narrative review of the literature.  ... 
doi:10.5278/vbn.phd.hum.00010 fatcat:4b2zcu6cwvcjxkrcdzktcl6ipe

10 Years of Human-NAO Interaction Research: A Scoping Review

Aida Amirova, Nazerke Rakhymbayeva, Elmira Yadollahi, Anara Sandygulova, Wafa Johal
2021 Frontiers in Robotics and AI  
This scoping review provides an overview of about 300 research works focusing on the use of the NAO robot from 2010 to 2020.  ...  Lastly, we derive from the review some research gaps in current state-of-the-art and provide suggestions for the design of the next generation of social robots.  ...  ACKNOWLEDGMENTS We would like to thank the authors for kindly sharing their articles in closed access.  ... 
doi:10.3389/frobt.2021.744526 pmid:34869613 pmcid:PMC8640132 fatcat:aejrcoz4rjfcncycjpatjnyufq

Analysis of Facial Information for Healthcare Applications: A Survey on Computer Vision-Based Approaches

Marco Leo, Pierluigi Carcagnì, Pier Luigi Mazzeo, Paolo Spagnolo, Dario Cazzato, Cosimo Distante
2020 Information  
The document is not limited to global face analysis but it also concentrates on methods related to local cues (e.g., the eyes).  ...  This paper gives an overview of the cutting-edge approaches that perform facial cue analysis in the healthcare area.  ...  ] , made of eye movements of 14 children with Autism Spectrum Disorder (ASD) and 14 healthy controls, with the aim of evaluating specialized models to identify the individuals with ASD. • Self-Stimulatory  ... 
doi:10.3390/info11030128 fatcat:yx7izg2jlvhsjpppf6ektkmlye

Effects of Cognitive Training Programs on Executive Function in Children and Adolescents with Autism Spectrum Disorder: A Systematic Review

Angela Pasqualotto, Noemi Mazzoni, Arianna Bentenuto, Anna Mulè, Francesco Benso, Paola Venuti
2021 Brain Sciences  
This study aimed to review the effectiveness of randomized controlled trials or quasi-experimental studies of EF interventions delivered to children and young people (up to 23 years old) with a diagnosis  ...  Technologies offer promising opportunities to structure EF intervention programs for children on the autistic spectrum. Methods.  ...  Acknowledgments: We gratefully acknowledge the help of F.P., M.M. and B.Z. in the initial phases of the literature search. Conflicts of Interest: We declare to not have any conflict of interest.  ... 
doi:10.3390/brainsci11101280 pmid:34679345 fatcat:7hdpliwxkzeyxn5q7ptmdzxr6m

Social Relationships Mediate the Relation Between Emotional Intelligence and Meaning in Life

Joseph J. Donohoe, Denise R. Greene
2009 Psi Chi Journal of Psychological Research  
The research was funded in its entirety by a Shippensburg University Psychology Department Honors Program Grant to Joseph J. Donohoe.  ...  for children with autism.  ...  Self-stimulatory behaviors can be a signifi cant distraction for children with autism, limiting the variety of actions or number of objects about which they may communicate (Voder & McDuffi e, 2006) .  ... 
doi:10.24839/1089-4136.jn14.2.59 fatcat:ktzoeo6exjdfzc6ksptxb7w5q4

Hot Topics and Evolution of Frontier Research in Early Education: A Bibliometric Mapping of the Research Literature (2001–2020)

Shutao Wang, Xinlei Lv
2021 Sustainability  
The aim of the present study is to explore the evolving trend of research directions in the field of early education.  ...  In this research, CiteSpace and VOSviewer were used to visually analyze documents published in eight SSCI journals between 2001 and 2020.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/su13169216 fatcat:ppujcs2ldbalfi3otxnaqk2e2y

Abstracts of the 16th International Congress of ESCAP European Society for Child and Adolescent Psychiatry

2015 European Child and Adolescent Psychiatry  
Results: There were no missing data.  ...  Objectives: We address the feasibility of the HR approach within the framework of Italy's national child and adolescent neuropsychiatry services by using the CAARMS.  ...  We propose the use of CPTI for the assessment of the efficacy of psychomotor relational therapy of children with autism spectrum disorder.  ... 
doi:10.1007/s00787-015-0714-4 pmid:26022212 fatcat:3emfqkc4dfenbay4dtpeveanva

Poster Presentations

2021 Developmental Medicine & Child Neurology  
We investigated the clinical utility of WMS to guide therapy in children with CP.  ...  Poster presentation 36 Action preparation, performance and motor imagery in children with autism spectrum disorder Introduction: Motor anomalies are frequent in autism spectrum disorder (ASD).  ...  Introduction: ENVISAGE is a novel, 5-workshop program for parents of children with disabilities. It is designed to empower parents to build self-efficacy, autonomy and sense of competence.  ... 
doi:10.1111/dmcn.14882 fatcat:tr27lkq4l5ag3e42ldh7pukvuu

European clinical guidelines for hyperkinetic disorder ? first upgrade

E. Taylor, M. D�pfner, J. Sergeant, P. Asherson, T. Banaschewski, J. Buitelaar, D. Coghill, M. Danckaerts, A. Rothenberger, E. Sonuga-Barke, H.-C. Steinhausen, A. Zuddas
2004 European Child and Adolescent Psychiatry  
Guided by evidence-based information and based on evaluation (rather than metaanalysis) of the scientific evidence a group of child psychiatrists and psychologists from several European countries updated  ...  Conclusion A general scheme for practice in Europe could be provided, on behalf of the European Society for Child and Adolescent Psychiatry (ESCAP).  ...  Pharmacological therapies for AD/HD should be started Fig. 1 Initial treatment of children with activity/attention problems with caution and under close supervision.  ... 
doi:10.1007/s00787-004-1002-x pmid:15322953 fatcat:p3uvc3irbrabfatb2llhaoaqki

Abstracts: 11th International Conference on Developmental Coordination Disorder (DCD11)

2015 Journal of Comorbidity  
Results appear more promising for exercise with motor skill and cognitive components (e.g., soccer or traditional martial arts).  ...  Many recent studies suggest that up to half of all individuals diagnosed with a psychiatric or neurodevelopmental disorder have more than one condition.  ...  These results strengthen the importance to take into account oculomotor control involved in visual word recognition for clinical assessment and intervention in children with DCD.  ... 
doi:10.15256/joc.2015.5.52 fatcat:7p2ewrw77va7nbeuqmuzuzv2cm

3 Perceptions of Members in Parents' Associations for Children with Disabilities of their Children's Opportunities to Play [chapter]

Mara Westling Allodi, Maria Gladh, Eira Suhonen, Marjatta Takala, Tamara Zappaterra
2017 Users' Needs Report on Play for Children with Disabilities  
For details go to http://creativecommons.org/licenses/by-nc-nd/3.0/.  ...  Most of the children had poor language skills or they did not speak at all. Also the skills of social communication were weak.  ...  The lack of knowledge and lack of theoretical background of play influenced that kindergartens teachers had not enough skills to support and guide the play of children with SEN.  ... 
doi:10.1515/9783110537482-004 fatcat:e45utjl53nalzks3qa4ln75sr4
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