{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T22:21:11Z","timestamp":1765232471547,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":34,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,7,2]],"date-time":"2017-07-02T00:00:00Z","timestamp":1498953600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,7,2]]},"DOI":"10.1145\/3079452.3079492","type":"proceedings-article","created":{"date-parts":[[2017,7,5]],"date-time":"2017-07-05T12:20:03Z","timestamp":1499257203000},"page":"53-57","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":34,"title":["Speech-based Diagnosis of Autism Spectrum Condition by Generative Adversarial Network Representations"],"prefix":"10.1145","author":[{"given":"Jun","family":"Deng","sequence":"first","affiliation":[{"name":"University of Passau, Passau, Germany"}]},{"given":"Nicholas","family":"Cummins","sequence":"additional","affiliation":[{"name":"University of Passau, Passau, Germany"}]},{"given":"Maximilian","family":"Schmitt","sequence":"additional","affiliation":[{"name":"University of Passau, Passau, Germany"}]},{"given":"Kun","family":"Qian","sequence":"additional","affiliation":[{"name":"Technische Universit\u00e4t M\u00fcnchen, Munich, Germany"}]},{"given":"Fabien","family":"Ringeval","sequence":"additional","affiliation":[{"name":"Universit\u00e9 Grenoble Alpes, Grenoble, France"}]},{"given":"Bj\u00f6rn","family":"Schuller","sequence":"additional","affiliation":[{"name":"Imperial College London &amp; University of Passau, Passau, Germany"}]}],"member":"320","published-online":{"date-parts":[[2017,7,2]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"D.C","author":"American Psychiatric Association","year":"2000","unstructured":"American Psychiatric Association . Diagnostic and statistical manual of mental disorders. Washington , D.C ., 4 th edition, 2000 . American Psychiatric Association. Diagnostic and statistical manual of mental disorders. Washington, D.C., 4th edition, 2000.","edition":"4"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2013.50"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"crossref","first-page":"182","DOI":"10.21437\/Interspeech.2013-63","volume-title":"Proceedings of INTERSPEECH","author":"Bone D.","year":"2013","unstructured":"D. Bone , T. Chaspari , K. Audkhasi , J. Gibson , A. Tsiartas , M. V. Segbroeck , M. Li , S. Lee , and S. Narayanan . Classifying language-related developmental disorders from speech cues: the promise and the potential confounds. In ISCA, editor , Proceedings of INTERSPEECH , pages 182 -- 186 , Lyon, France , 2013 . D. Bone, T. Chaspari, K. Audkhasi, J. Gibson, A. Tsiartas, M. V. Segbroeck, M. Li, S. Lee, and S. Narayanan. Classifying language-related developmental disorders from speech cues: the promise and the potential confounds. In ISCA, editor, Proceedings of INTERSPEECH, pages 182--186, Lyon, France, 2013."},{"key":"e_1_3_2_1_4_1","volume-title":"The psychologist as an interlocutor in autism spectrum disorder assessment: Insights from a study of spontaneous prosody. Journal of Speech, Language, and Hearing Research, 57(4):1162--1177","author":"Bone D.","year":"2014","unstructured":"D. Bone , C.-C. Lee , M. Black , M. Williams , S. Lee , P. Levitt , and S. Narayanan . The psychologist as an interlocutor in autism spectrum disorder assessment: Insights from a study of spontaneous prosody. Journal of Speech, Language, and Hearing Research, 57(4):1162--1177 , 2014 . D. Bone, C.-C. Lee, M. Black, M. Williams, S. Lee, P. Levitt, and S. Narayanan. The psychologist as an interlocutor in autism spectrum disorder assessment: Insights from a study of spontaneous prosody. Journal of Speech, Language, and Hearing Research, 57(4):1162--1177, 2014."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1207\/s15327078in0803_4"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10803-007-0512-z"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2014.2324759"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2013.90"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/taffc.2015.2457417"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2502081.2502224"},{"key":"e_1_3_2_1_11_1","first-page":"2672","volume-title":"Proceedings Neural Information Processing Systems","author":"Goodfellow I.","year":"2014","unstructured":"I. Goodfellow , J. Pouget-Abadie , M. Mirza , B. Xu , D. Warde-Farley , S. Ozair , and Y. Courville , A. and Bengio. Generative adversarial nets . In Proceedings Neural Information Processing Systems , pages 2672 -- 2680 , Montreal, QC, Canada , 2014 . I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, and Y. Courville, A.and Bengio. Generative adversarial nets. In Proceedings Neural Information Processing Systems, pages 2672--2680, Montreal, QC, Canada, 2014."},{"key":"e_1_3_2_1_12_1","volume-title":"Autistic disturbances of affective contact. The nervous child, 2:217--250","author":"Kanner L.","year":"1943","unstructured":"L. Kanner . Autistic disturbances of affective contact. The nervous child, 2:217--250 , 1943 . L. Kanner. Autistic disturbances of affective contact. The nervous child, 2:217--250, 1943."},{"key":"e_1_3_2_1_13_1","volume-title":"An investigation of language impairment in autism: Implications for genetic subgroups. Language and Cognitive Processes, 16(2--3):287--308","author":"Kjelgaard M.","year":"2001","unstructured":"M. Kjelgaard and H. Tager-Flusberg . An investigation of language impairment in autism: Implications for genetic subgroups. Language and Cognitive Processes, 16(2--3):287--308 , 2001 . M. Kjelgaard and H. Tager-Flusberg. An investigation of language impairment in autism: Implications for genetic subgroups. Language and Cognitive Processes, 16(2--3):287--308, 2001."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0387-7604(02)00191-2"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10803-007-0403-3"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2015.7178874"},{"key":"e_1_3_2_1_18_1","first-page":"115","volume-title":"Proceedings of INTERSPEECH","author":"Marchi E.","year":"2015","unstructured":"E. Marchi , B. Schuller , S. Baron-Cohen , O. Golan , S. B\u00f6lte , P. Arora , and R. H\\\"ab- Umbach . Typicality and emotion in the voice of children with autism spectrum condition: Evidence across three languages . In Proceedings of INTERSPEECH , pages 115 -- 119 , Dresden, Germany , 2015 . ISCA. E. Marchi, B. Schuller, S. Baron-Cohen, O. Golan, S. B\u00f6lte, P. Arora, and R. H\\\"ab-Umbach. Typicality and emotion in the voice of children with autism spectrum condition: Evidence across three languages. In Proceedings of INTERSPEECH, pages 115--119, Dresden, Germany, 2015. ISCA."},{"key":"e_1_3_2_1_19_1","volume-title":"De Gruyter","author":"Marchi E.","year":"2015","unstructured":"E. Marchi , Y. Zhang , F. Eyben , F. Ringeval , and B. Schuller . Autism and speech, language, and emotion -- a survey. In H. Patil and M. Kulshreshtha, editors, Evaluating the role of speech technology in medical case management . De Gruyter , Berlin, Germany , 2015 . E. Marchi, Y. Zhang, F. Eyben, F. Ringeval, and B. Schuller. Autism and speech, language, and emotion -- a survey. In H. Patil and M. Kulshreshtha, editors, Evaluating the role of speech technology in medical case management. De Gruyter, Berlin, Germany, 2015."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICME.2011.6011990"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1003882107"},{"key":"e_1_3_2_1_22_1","volume-title":"SEGAN: Speech enhancement generative adversarial network. arXiv preprint arXiv:1703.09452","author":"Pascual S.","year":"2017","unstructured":"S. Pascual , A. Bonafonte , and J. Serr\u00e0 . SEGAN: Speech enhancement generative adversarial network. arXiv preprint arXiv:1703.09452 , 2017 . S. Pascual, A. Bonafonte, and J. Serr\u00e0. SEGAN: Speech enhancement generative adversarial network. arXiv preprint arXiv:1703.09452, 2017."},{"key":"e_1_3_2_1_23_1","volume-title":"Unsupervised representation learning with deep convolutional generative adversarial networks. CoRR, abs\/1511.06434","author":"Radford A.","year":"2015","unstructured":"A. Radford , L. Metz , and S. Chintala . Unsupervised representation learning with deep convolutional generative adversarial networks. CoRR, abs\/1511.06434 , 2015 . A. Radford, L. Metz, and S. Chintala. Unsupervised representation learning with deep convolutional generative adversarial networks. CoRR, abs\/1511.06434, 2015."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2010.2090147"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2016-766"},{"key":"e_1_3_2_1_26_1","first-page":"2226","volume-title":"Proceedings Neural Information Processing Systems","author":"Salimans T.","year":"2016","unstructured":"T. Salimans , I. Goodfellow , W. Zaremba , V. Cheung , A. Radford , and X. Chen . Improved techniques for training GANs . In Proceedings Neural Information Processing Systems , pages 2226 -- 2234 , Barcelona, Spain , 2016 . T. Salimans, I. Goodfellow, W. Zaremba, V. Cheung, A. Radford, and X. Chen. Improved techniques for training GANs. In Proceedings Neural Information Processing Systems, pages 2226--2234, Barcelona, Spain, 2016."},{"key":"e_1_3_2_1_27_1","series-title":"ITG-Fachbericht","first-page":"230","volume-title":"Proceedings 14th ITG Conference on Speech Communication","author":"Schmitt M.","year":"2016","unstructured":"M. Schmitt , C. Janott , V. Pandit , K. Qian , C. Heiser , W. Hemmert , and B. Schuller . A bag-of-audio-words approach for snore sounds' excitation localisation . In Proceedings 14th ITG Conference on Speech Communication , volume 267 of ITG-Fachbericht , pages 230 -- 234 , Paderborn, Germany , 2016 . ITG\/VDE, IEEE\/VDE. M. Schmitt, C. Janott, V. Pandit, K. Qian, C. Heiser, W. Hemmert, and B. Schuller. A bag-of-audio-words approach for snore sounds' excitation localisation. In Proceedings 14th ITG Conference on Speech Communication, volume 267 of ITG-Fachbericht, pages 230--234, Paderborn, Germany, 2016. ITG\/VDE, IEEE\/VDE."},{"key":"e_1_3_2_1_28_1","volume-title":"Proceedings 14th ITG Conference on Speech Communication","volume":"267","author":"Schmitt M.","unstructured":"M. Schmitt , E. Marchi , F. Ringeval , and B. Schuller . Towards cross-lingual automatic diagnosis of autism spectrum condition in children's voices . In Proceedings 14th ITG Conference on Speech Communication , volume 267 of ITG-Fachbericht, pages 264--268, Paderborn, Germany, 2016. ITG\/VDE, IEEE\/VDE. M. Schmitt, E. Marchi, F. Ringeval, and B. Schuller. Towards cross-lingual automatic diagnosis of autism spectrum condition in children's voices. In Proceedings 14th ITG Conference on Speech Communication, volume 267 of ITG-Fachbericht, pages 264--268, Paderborn, Germany, 2016. ITG\/VDE, IEEE\/VDE."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2016-1124"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2010.5495017"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2012.02.005"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"crossref","first-page":"148","DOI":"10.21437\/Interspeech.2013-56","volume-title":"The INTERSPEECH 2013 computational paralinguistics challenge: Social signals, conflict, emotion, autism. In Proceedings of INTERSPEECH","author":"Schuller B.","year":"2013","unstructured":"B. Schuller , S. Steidl , A. Batliner , A. Vinciarelli , K. Scherer , F. Ringeval , M. Chetouani , F. Weninger , F. Eyben , E. Marchi , H. Salamin , A. Polychroniou , F. Valente , and S. Kim . The INTERSPEECH 2013 computational paralinguistics challenge: Social signals, conflict, emotion, autism. In Proceedings of INTERSPEECH , pages 148 -- 152 , Lyon, France , 2013 . ISCA. B. Schuller, S. Steidl, A. Batliner, A. Vinciarelli, K. Scherer, F. Ringeval, M. Chetouani, F. Weninger, F. Eyben, E. Marchi, H. Salamin, A. Polychroniou, F. Valente, and S. Kim. The INTERSPEECH 2013 computational paralinguistics challenge: Social signals, conflict, emotion, autism. In Proceedings of INTERSPEECH, pages 148--152, Lyon, France, 2013. ISCA."},{"key":"e_1_3_2_1_33_1","volume-title":"Invariant representations for noisy speech recognition. CoRR, abs\/1612.01928","author":"Serdyuk D.","year":"2016","unstructured":"D. Serdyuk , K. Audhkhasi , P. Brakel , B. Ramabhadran , S. Thomas , and Y. Bengio . Invariant representations for noisy speech recognition. CoRR, abs\/1612.01928 , 2016 . D. Serdyuk, K. Audhkhasi, P. Brakel, B. Ramabhadran, S. Thomas, and Y. Bengio. Invariant representations for noisy speech recognition. CoRR, abs\/1612.01928, 2016."},{"key":"e_1_3_2_1_34_1","volume-title":"Empirical evaluation of rectified activations in convolutional network. CoRR, abs\/1505.00853","author":"Xu B.","year":"2015","unstructured":"B. Xu , N. Wang , T. Chen , and M. Li . Empirical evaluation of rectified activations in convolutional network. CoRR, abs\/1505.00853 , 2015 . B. Xu, N. Wang, T. Chen, and M. Li. Empirical evaluation of rectified activations in convolutional network. CoRR, abs\/1505.00853, 2015."}],"event":{"name":"DH '17: International Conference on Digital Health","sponsor":["SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","ACM Association for Computing Machinery"],"location":"London United Kingdom","acronym":"DH '17"},"container-title":["Proceedings of the 2017 International Conference on Digital Health"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3079452.3079492","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3079452.3079492","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T03:03:41Z","timestamp":1750215821000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3079452.3079492"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,7,2]]},"references-count":34,"alternative-id":["10.1145\/3079452.3079492","10.1145\/3079452"],"URL":"https:\/\/doi.org\/10.1145\/3079452.3079492","relation":{},"subject":[],"published":{"date-parts":[[2017,7,2]]},"assertion":[{"value":"2017-07-02","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}