{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T11:14:10Z","timestamp":1777634050893,"version":"3.51.4"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2021,10,8]],"date-time":"2021-10-08T00:00:00Z","timestamp":1633651200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2021,10,8]],"date-time":"2021-10-08T00:00:00Z","timestamp":1633651200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2023,4]]},"DOI":"10.1007\/s00521-021-06592-5","type":"journal-article","created":{"date-parts":[[2021,10,8]],"date-time":"2021-10-08T23:19:27Z","timestamp":1633735167000},"page":"7913-7924","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":29,"title":["Emo-mirror: a proposal to support emotion recognition in children with autism spectrum disorders"],"prefix":"10.1007","volume":"35","author":[{"given":"Rodolfo","family":"Pavez","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaime","family":"Diaz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jeferson","family":"Arango-Lopez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Danay","family":"Ahumada","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carolina","family":"Mendez-Sandoval","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0816-1445","authenticated-orcid":false,"given":"Fernando","family":"Moreira","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,10,8]]},"reference":[{"key":"6592_CR1","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1016\/j.rasd.2010.08.002","volume":"5","author":"AL Wainer","year":"2011","unstructured":"Wainer AL, Ingersoll BR (2011) The use of innovative computer technology for teaching social communication to individuals with autism spectrum disorders. Res Autism Spectr Disord 5:96\u2013107","journal-title":"Res Autism Spectr Disord"},{"key":"6592_CR2","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1016\/S0959-4388(02)00301-X","volume":"12","author":"R Adolphs","year":"2002","unstructured":"Adolphs R (2002) Neural systems for recognizing emotion. Curr Opin Neurobiol 12:169\u2013177","journal-title":"Curr Opin Neurobiol"},{"key":"6592_CR3","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1080\/02699939208411068","volume":"6","author":"P Ekman","year":"1992","unstructured":"Ekman P (1992) An argument for basic emotions. Cogn Emot 6:169\u2013200","journal-title":"Cogn Emot"},{"key":"6592_CR4","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1097\/00004583-200404000-00015","volume":"43","author":"AT Wang","year":"2004","unstructured":"Wang AT, Dapretto M, Hariri AR et al (2004) Neural correlates of facial affect processing in children and adolescents with autism spectrum disorder. J Am Acad Child Adolesc Psychiatry 43:481\u2013490","journal-title":"J Am Acad Child Adolesc Psychiatry"},{"key":"6592_CR5","doi-asserted-by":"crossref","unstructured":"American Psychiatric Association (2013) Diagnostic and Statistical Manual of Mental Disorders (DSM-5\u00ae). American Psychiatric Pub","DOI":"10.1176\/appi.books.9780890425596"},{"key":"6592_CR6","doi-asserted-by":"publisher","first-page":"1607","DOI":"10.1177\/1362361320925334","volume":"24","author":"AT Wieckowski","year":"2020","unstructured":"Wieckowski AT, Flynn LT, Richey JA et al (2020) Measuring change in facial emotion recognition in individuals with autism spectrum disorder: A systematic review. Autism 24:1607\u20131628","journal-title":"Autism"},{"key":"6592_CR7","doi-asserted-by":"crossref","unstructured":"Abirached B, Yan Zhang, Aggarwal JK, et al (2011) Improving communication skills of children with ASDs through interaction with virtual characters. In: 2011 IEEE 1st International Conference on Serious Games and Applications for Health (SeGAH). pp 1\u20134","DOI":"10.1109\/SeGAH.2011.6165464"},{"key":"6592_CR8","doi-asserted-by":"publisher","first-page":"103189","DOI":"10.1016\/j.scs.2021.103189","volume":"74","author":"T Ghosh","year":"2021","unstructured":"Ghosh T, Banna MHA, Rahman MS et al (2021) Artificial intelligence and internet of things in screening and management of autism spectrum disorder. Sustain Cities Soc 74:103189","journal-title":"Sustain Cities Soc"},{"key":"6592_CR9","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-020-04855-1","author":"T Altameem","year":"2020","unstructured":"Altameem T, Amoon M, Altameem A (2020) A deep reinforcement learning process based on robotic training to assist mental health patients. Neural Comput Appl. https:\/\/doi.org\/10.1007\/s00521-020-04855-1","journal-title":"Neural Comput Appl"},{"key":"6592_CR10","doi-asserted-by":"crossref","unstructured":"Pavez R, D\u00edaz J, Arango-L\u00f3pez J, et al (2021) Emotion Recognition in Children with Autism Spectrum Disorder using Convolutional Neural Networks. In: 2021 9th World Conference on Information Systems and Technologies. pp 1\u201310","DOI":"10.1007\/978-3-030-72657-7_56"},{"key":"6592_CR11","doi-asserted-by":"publisher","first-page":"e0200375","DOI":"10.1371\/journal.pone.0200375","volume":"13","author":"Y Yan","year":"2018","unstructured":"Yan Y, Liu C, Ye L, Liu Y (2018) Using animated vehicles with real emotional faces to improve emotion recognition in Chinese children with autism spectrum disorder. PLoS ONE 13:e0200375","journal-title":"PLoS ONE"},{"key":"6592_CR12","doi-asserted-by":"publisher","first-page":"979","DOI":"10.1007\/s00787-017-0968-0","volume":"26","author":"S Fridenson-Hayo","year":"2017","unstructured":"Fridenson-Hayo S, Berggren S, Lassalle A et al (2017) \u201cEmotiplay\u201d: a serious game for learning about emotions in children with autism: results of a cross-cultural evaluation. Eur Child Adolesc Psychiatry 26:979\u2013992","journal-title":"Eur Child Adolesc Psychiatry"},{"key":"6592_CR13","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1080\/17518423.2017.1305004","volume":"21","author":"S Berggren","year":"2018","unstructured":"Berggren S, Fletcher-Watson S, Milenkovic N et al (2018) Emotion recognition training in autism spectrum disorder: a systematic review of challenges related to generalizability. Dev Neurorehabil 21:141\u2013154","journal-title":"Dev Neurorehabil"},{"key":"6592_CR14","doi-asserted-by":"publisher","first-page":"2050012","DOI":"10.1142\/S0129065720500124","volume":"30","author":"M Leming","year":"2020","unstructured":"Leming M, G\u00f3rriz JM, Suckling J (2020) Ensemble deep learning on large, mixed-site fmri datasets in autism and other tasks. Int J Neural Syst 30:2050012","journal-title":"Int J Neural Syst"},{"key":"6592_CR15","doi-asserted-by":"publisher","first-page":"1850058","DOI":"10.1142\/S0129065718500582","volume":"29","author":"JM G\u00f3rriz","year":"2019","unstructured":"G\u00f3rriz JM, Ram\u00edrez J, Segovia F et al (2019) A machine learning approach to reveal the neurophenotypes of autisms. Int J Neural Syst 29:1850058","journal-title":"Int J Neural Syst"},{"key":"6592_CR16","unstructured":"Ekman P, Friesen WV (1976) Pictures of Facial Affect"},{"key":"6592_CR17","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/j.glohj.2019.07.001","volume":"3","author":"S Tian","year":"2019","unstructured":"Tian S, Yang W, Grange JML et al (2019) Smart healthcare: making medical care more intelligent. Global Health J 3:62\u201365","journal-title":"Global Health J"},{"key":"6592_CR18","doi-asserted-by":"publisher","first-page":"2060","DOI":"10.2307\/1131609","volume":"67","author":"SJ Rogers","year":"1996","unstructured":"Rogers SJ, Bennetto L, McEvoy R, Pennington BF (1996) Imitation and pantomime in high-functioning adolescents with autism spectrum disorders. Child Dev 67:2060\u20132073","journal-title":"Child Dev"},{"key":"6592_CR19","doi-asserted-by":"publisher","first-page":"354","DOI":"10.1016\/j.patcog.2017.10.013","volume":"77","author":"J Gu","year":"2018","unstructured":"Gu J, Wang Z, Kuen J et al (2018) Recent advances in convolutional neural networks. Pattern Recognit 77:354\u2013377","journal-title":"Pattern Recognit"},{"key":"6592_CR20","doi-asserted-by":"crossref","unstructured":"Bisong E (2019) What Is Deep Learning? Building Machine Learning and Deep Learning Models on Google Cloud Platform 327\u2013329","DOI":"10.1007\/978-1-4842-4470-8_27"},{"key":"6592_CR21","doi-asserted-by":"crossref","unstructured":"Harrold N, Tan CT, Rosser D, Leong TW (2014) CopyMe: a portable real-time feedback expression recognition game for children. In: Proceedings of the extended abstracts of the 32nd annual ACM conference on Human factors in computing systems. ACM, pp 1195\u20131200","DOI":"10.1145\/2559206.2581279"},{"key":"6592_CR22","first-page":"166","volume":"1","author":"TR Goldsmith","year":"2004","unstructured":"Goldsmith TR, LeBlanc LA (2004) Use of technology in interventions for children with autism. J Early Intens Behav Intervent 1:166\u2013178","journal-title":"J Early Intens Behav Intervent"},{"key":"6592_CR23","doi-asserted-by":"publisher","first-page":"247","DOI":"10.4067\/S0718-48082017000300247","volume":"35","author":"G Guzm\u00e1n","year":"2017","unstructured":"Guzm\u00e1n G, Putrino N, Mart\u00ednez F, Quiroz N (2017) Nuevas tecnolog\u00edas: puentes de comunicaci\u00f3n en el trastorno del espectro autista (TEA). Terapia psicol\u00f3gica 35:247\u2013258","journal-title":"Terapia psicol\u00f3gica"},{"key":"6592_CR24","doi-asserted-by":"crossref","unstructured":"Fan M, Fan J, Jin S, et al (2018) EmoStory: A Game-based System Supporting Children\u2019s Emotional Development. In: Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems. ACM, p LBW058","DOI":"10.1145\/3170427.3188594"},{"key":"6592_CR25","doi-asserted-by":"crossref","unstructured":"Constain G, Collazos C, Moreira F (2018) Use of HCI for the development of emotional skills in the treatment of Autism Spectrum Disorder: A systematic review. In: 2018 13th Iberian Conference on Information Systems and Technologies (CISTI). pp 1\u20136","DOI":"10.23919\/CISTI.2018.8399209"},{"key":"6592_CR26","doi-asserted-by":"crossref","unstructured":"Pavez R, Diaz J, Vega D (2019) Emotion Recognition in Children with ASD using Technologies: A Systematic Mapping Study. In: 2019 38th International Conference of the Chilean Computer Science Society (SCCC)","DOI":"10.1109\/SCCC49216.2019.8966449"},{"key":"6592_CR27","doi-asserted-by":"crossref","unstructured":"Voss C, Washington P, Haber N, et al (2016) Superpower glass: delivering unobtrusive real-time social cues in wearable systems. In: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct. ACM, pp 1218\u20131226","DOI":"10.1145\/2968219.2968310"},{"key":"6592_CR28","doi-asserted-by":"publisher","first-page":"2973","DOI":"10.1007\/s00500-017-2549-z","volume":"22","author":"H-C Chu","year":"2018","unstructured":"Chu H-C, Tsai WW-J, Liao M-J, Chen Y-M (2018) Facial emotion recognition with transition detection for students with high-functioning autism in adaptive e-learning. Soft Comput 22:2973\u20132999","journal-title":"Soft Comput"},{"key":"6592_CR29","doi-asserted-by":"crossref","unstructured":"Fan J, Bekele E, Warren Z, Sarkar N (2017) EEG analysis of facial affect recognition process of individuals with ASD performance prediction leveraging social context. In: 2017 Seventh International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW). pp 38\u201343","DOI":"10.1109\/ACIIW.2017.8272583"},{"key":"6592_CR30","doi-asserted-by":"crossref","unstructured":"Washington P, Voss C, Haber N, et al (2016) A Wearable Social Interaction Aid for Children with Autism. In: Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems. ACM, pp 2348\u20132354","DOI":"10.1145\/2851581.2892282"},{"key":"6592_CR31","doi-asserted-by":"crossref","unstructured":"Adams A, Robinson P (2015) Expression training for complex emotions using facial expressions and head movements. In: 2015 International Conference on Affective Computing and Intelligent Interaction (ACII). pp 784\u2013786","DOI":"10.1109\/ACII.2015.7344660"},{"key":"6592_CR32","unstructured":"Simonyan K, Zisserman A (2014) Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556"},{"key":"6592_CR33","doi-asserted-by":"crossref","unstructured":"He K, Zhang X, Ren S, Sun J (2016) Deep residual learning for image recognition. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 770\u2013778","DOI":"10.1109\/CVPR.2016.90"},{"key":"6592_CR34","doi-asserted-by":"publisher","first-page":"421","DOI":"10.1007\/978-3-642-35289-8_25","volume-title":"Stochastic gradient descent tricks. In Neural networks: Tricks of the trade","author":"L Bottou","year":"2012","unstructured":"Bottou L (2012) Stochastic gradient descent tricks. In: Neural networks: tricks of the trade. Springer, Berlin, Heidelberg, pp 421\u2013436"},{"key":"6592_CR35","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","volume":"13","author":"FD Davis","year":"1989","unstructured":"Davis FD (1989) Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q 13:319","journal-title":"MIS Q"},{"key":"6592_CR36","unstructured":"Viola P, Jones M Rapid object detection using a boosted cascade of simple features. Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001"},{"key":"6592_CR37","volume-title":"The delphi method: techniques and applications","author":"HA Linstone","year":"1975","unstructured":"Linstone HA, Turoff M (1975) The delphi method: techniques and applications. Addison-Wesley Publishing Company, Advanced Book Program"},{"key":"6592_CR38","doi-asserted-by":"publisher","first-page":"565","DOI":"10.1007\/978-981-10-3174-8_47","volume-title":"Artificial Intelligence and Evolutionary Computations in Engineering Systems","author":"P Tamil Selvi","year":"2017","unstructured":"Tamil Selvi P, Vyshnavi P, Jagadish R et al (2017) Emotion Recognition from Videos Using Facial Expressions. In: Dash SS, Vijayakumar K, Panigrahi BK, Das S (eds) Artificial Intelligence and Evolutionary Computations in Engineering Systems. Springer, Singapore, pp 565\u2013576"},{"key":"6592_CR39","doi-asserted-by":"publisher","first-page":"2042","DOI":"10.1109\/TCYB.2015.2461131","volume":"46","author":"X Zhao","year":"2016","unstructured":"Zhao X, Zou J, Li H et al (2016) Automatic 2.5-D facial landmarking and emotion annotation for social interaction assistance. IEEE Trans Cybern 46:2042\u20132055","journal-title":"IEEE Trans Cybern"},{"key":"6592_CR40","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1007\/978-3-319-21380-4_63","volume-title":"HCI International 2015\u2014Posters\u2019 Extended Abstracts","author":"M Jeon","year":"2015","unstructured":"Jeon M, Zhang R, Lehman W et al (2015) Development and evaluation of emotional robots for children with autism spectrum disorders. In: Stephanidis C (ed) HCI International 2015\u2014Posters\u2019 Extended Abstracts. Springer International Publishing, Cham, pp 372\u2013376"},{"key":"6592_CR41","first-page":"538","volume-title":"A preliminary methodology to evaluate the user experience for people with autism spectrum disorder","author":"K Valencia","year":"2021","unstructured":"Valencia K, Rusu C, Botella F (2021) A preliminary methodology to evaluate the user experience for people with autism spectrum disorder. In: International conference on human-computer interaction. Springer, Cham, pp 538\u2013547"},{"key":"6592_CR42","doi-asserted-by":"publisher","first-page":"100417","DOI":"10.1016\/j.entcom.2021.100417","volume":"38","author":"A Hassan","year":"2021","unstructured":"Hassan A, Pinkwart N, Shafi M (2021) Serious games to improve social and emotional intelligence in children with autism. Entertain Comput 38:100417","journal-title":"Entertain Comput"},{"key":"6592_CR43","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1016\/B978-0-12-822884-5.00005-2","volume-title":"Big Data in Psychiatry #x0026 Neurology","author":"Q Song","year":"2021","unstructured":"Song Q, Huang T, Wang X et al (2021) Chapter 15\u2014Application of big data and artificial intelligence approaches in diagnosis and treatment of neuropsychiatric diseases. In: Moustafa AA (ed) Big Data in Psychiatry #x0026 Neurology. Academic Press, pp 305\u2013323"},{"key":"6592_CR44","doi-asserted-by":"publisher","first-page":"101405","DOI":"10.1016\/j.rasd.2019.05.005","volume":"66","author":"Y Koumpouros","year":"2019","unstructured":"Koumpouros Y, Kafazis T (2019) Wearables and mobile technologies in Autism Spectrum Disorder interventions: a systematic literature review. Res Autism Spectr Disord 66:101405","journal-title":"Res Autism Spectr Disord"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06592-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-021-06592-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06592-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T09:49:58Z","timestamp":1744192198000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-021-06592-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,10,8]]},"references-count":44,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["6592"],"URL":"https:\/\/doi.org\/10.1007\/s00521-021-06592-5","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,10,8]]},"assertion":[{"value":"29 June 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 September 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 October 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}